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README.md

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+# 2026-05-20 Non-distance Refresh Bundle
+
+This bundle contains refreshed paper-facing outputs copied from the server-side
+`TabQueryBench/code_snapshot/Evaluation/...` tree after the v2 refresh runs.
+
+Included:
+
+- `subgroup_breakdown/final`
+- `conditional_breakdown/final`
+- `conditional_locality_support_final`
+- `missingness_breakdown/final`
+- `missingness_regime_diagnostic`
+- `tail_breakdown/final`
+- `tail_support_diagnostics_final`
+- `tail_threshold_final`
+- `compare_updated_figures.pdf`
+- `compare_updated_figures.tex`
+
+Notes:
+
+- This upload intentionally excludes the unfinished `distance` rerun.
+- This upload is intended as a download-friendly non-distance result bundle.

compare_updated_figures.tex

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+\documentclass[11pt]{article}
+\usepackage[margin=0.5in]{geometry}
+\usepackage{graphicx}
+\usepackage{grffile}
+\usepackage{caption}
+\usepackage{float}
+\usepackage{pdflscape}
+\usepackage{ifthen}
+\pagestyle{empty}
+
+\newcommand{\comparepair}[4]{
+  \begin{figure}[H]
+    \centering
+    \begin{minipage}[t]{0.48\textwidth}
+      \centering
+      \includegraphics[width=\linewidth,height=0.38\textheight,keepaspectratio]{#1}
+      \caption*{Old paper}
+    \end{minipage}\hfill
+    \begin{minipage}[t]{0.48\textwidth}
+      \centering
+      \includegraphics[width=\linewidth,height=0.38\textheight,keepaspectratio]{#2}
+      \caption*{Updated}
+    \end{minipage}
+    \caption*{\large #3}
+    \vspace{0.5em}
+  \end{figure}
+  \ifthenelse{\equal{#4}{yes}}{\clearpage}{}
+}
+
+\begin{document}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/subgroup_breakdown/subgroup_tradeoff_scatter_main.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/subgroup_tradeoff_scatter_main__v2.png}
+{Subgroup tradeoff scatter}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/subgroup_breakdown/subgroup_branch_dumbbell_main.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/subgroup_branch_dumbbell_main__v2.png}
+{Subgroup branch dumbbell}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/subgroup_breakdown/subgroup_dataset_model_heatmap_appendix.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/subgroup_dataset_model_heatmap_appendix__v2.pdf}
+{Subgroup dataset-model heatmap}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/subgroup_breakdown/subgroup_prefix_bars_appendix.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/subgroup_prefix_bars_appendix__v2.pdf}
+{Subgroup prefix bars}
+{yes}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/conditional_breakdown/conditional_subgroup_tradeoff_scatter_main.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/conditional_subgroup_tradeoff_scatter_main__v2.png}
+{Conditional subgroup tradeoff scatter}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/conditional_breakdown/conditional_strength_vs_subgroup_bridge.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/conditional_strength_vs_subgroup_bridge__v2.png}
+{Conditional strength vs subgroup bridge}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/conditional_breakdown/conditional_branch_dumbbell_main.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/conditional_branch_dumbbell_main__v2.png}
+{Conditional branch dumbbell}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/conditional_breakdown/conditional_dataset_model_heatmap_appendix.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/conditional_dataset_model_heatmap_appendix__v2.pdf}
+{Conditional dataset-model heatmap}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/conditional_breakdown/conditional_prefix_bars_appendix.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/conditional_prefix_bars_appendix__v2.pdf}
+{Conditional prefix bars}
+{yes}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/query_fivepart_breakdown/missingness/missingness_family_subitem_bars_appendix.pdf}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/missingness_family_subitem_bars_appendix__v2.pdf}
+{Missingness family subitem bars}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/query_fivepart_breakdown/missingness/missingness_dataset_model_heatmap_appendix.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/missingness_dataset_model_heatmap_appendix__v2.pdf}
+{Missingness dataset-model heatmap}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/query_fivepart_breakdown/missingness/missingness_prefix_bars_appendix.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/missingness_prefix_bars_appendix__v2.pdf}
+{Missingness prefix bars}
+{yes}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/tail_threshold/tail_stress_main_figure.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/tail_stress_main_figure.png}
+{Tail stress main figure}
+{no}
+
+\comparepair
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/Paper/69b27219c555c38a69bb2156/figures/tail_support_direction/tail_support_direction_model_bars_appendix.png}
+{/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/tmp/paper_compare_core/tail_tradeoff_scatter_main__v2.png}
+{Tail paper appendix vs updated tail breakdown main}
+{yes}
+
+\end{document}

conditional_locality_support_diagnostics/README.md

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+# Conditional Locality/Support Diagnostics
+
+Paper-facing assets mirrored from the latest standalone conditional locality/support diagnostic run.
+
+Primary paper-facing files:
+
+- `fig_conditional_locality_main.pdf`
+- `fig_conditional_support_main.pdf`
+- `fig_conditional_locality_support_combined.pdf`
+- `paper_caption.txt`
+- `paper_paragraphs.md`
+- `conditional_locality_support_report.md`
+
+Must-do bundle (`must_do/`):
+
+- `must_do/fig_conditional_locality_main.pdf`
+- `must_do/fig_conditional_support_main.pdf`
+- `must_do/fig_conditional_locality_support_combined.pdf`
+- `must_do/fig_conditional_locality_main.png`
+- `must_do/fig_conditional_support_main.png`
+- `must_do/fig_conditional_locality_support_combined.png`
+
+Support files:
+
+- `conditional_template_mapping.csv`
+- `conditional_locality_summary.csv`
+- `conditional_support_bucket_summary.csv`
+- `conditional_support_method_audit.csv`
+
+
+Latest run: `20260519_192327_conditional_locality_support`
+Primary support variant: `all_filtered_local`

conditional_locality_support_diagnostics/conditional_locality_diagnostic.md

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+# Conditional locality diagnostic
+
+## Classification audit
+
+Template-level semantics, not raw SQL column counts, define the primary locality buckets. The explicit mapping below keeps the two-axis filtered template in `filtered_local` while preserving `axis_arity = 2D` as a secondary annotation.
+
+| template_id                       | template_name                        | structure_type   | axis_arity   |   n_query_rows |   n_datasets |   n_models |
+|:----------------------------------|:-------------------------------------|:-----------------|:-------------|---------------:|-------------:|-----------:|
+| tpl_m4_group_condition_rate       | Grouped Condition Rate               | grouped_global   | 1D           |           3777 |           32 |         11 |
+| tpl_m4_group_ratio_two_conditions | Grouped Ratio of Two Conditions      | grouped_global   | 1D           |           2745 |           35 |         11 |
+| tpl_m4_window_partition_avg       | Window Partition Average             | grouped_global   | 1D           |           1808 |           21 |         11 |
+| tpl_tpcds_within_group_share      | Within-Group Share of Total          | grouped_global   | 1D           |           6343 |           33 |         11 |
+| tpl_c2_two_dim_target_rate        | Two-Axis Target Rate Surface         | surface_2d       | 2D           |            616 |            3 |         11 |
+| tpl_c2_filtered_group_count_2d    | Filtered Two-Dimensional Group Count | filtered_local   | 2D           |           2317 |           27 |         11 |
+
+## Coverage and scores
+
+| structure_type   | bucket_label     |   query_row_count |   dataset_count |   model_count |   panel_count |   template_count |   mean_score |   ci95_radius | coverage_note                        |
+|:-----------------|:-----------------|------------------:|----------------:|--------------:|--------------:|-----------------:|-------------:|--------------:|:-------------------------------------|
+| grouped_global   | Grouped / Global |             14673 |              39 |            11 |           404 |                4 |     0.49691  |      0.032741 | adequate                             |
+| surface_2d       | 2D Surface       |               616 |               3 |            11 |            33 |                1 |     0.948784 |      0.013789 | low_dataset_coverage,single_template |
+| filtered_local   | Filtered / Local |              2317 |              27 |            11 |           280 |                1 |     0.524149 |      0.045843 | single_template                      |
+
+## Diagnostic takeaways
+
+- Panel means decline from `0.497` for grouped/global queries to `0.949` for 2D surfaces and `0.524` for filtered/local slices.
+- The steepest grouped/global to filtered/local decline appears for `TVAE`: `0.486` to `0.405`.
+- `surface_2d` still rests on one template family, so the locality trend should be treated as structured diagnostic evidence rather than a universal law over all possible 2D conditional tasks.
+- The current conditional row export carries heuristic subitem labels. This locality decomposition therefore anchors on template semantics and panel-level aggregation instead of over-interpreting any single heuristic subitem tag.
+

conditional_locality_support_diagnostics/conditional_locality_support_report.md

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+# Conditional locality and support report
+
+## Scope
+
+- Source conditional breakdown: `/data/jialinzhang/TabQueryBench/code_snapshot/Evaluation/query_fivepart_breakdown/conditional_breakdown`
+- Source analysis run: `trainonly_v2_current_success_official_20way_official20_20260519_232817`
+- Primary support variant: `all_filtered_local` (`primary_scalar_variant_missing`)
+- Stable aggregation is panel-first throughout: query rows -> dataset-model-bucket panels -> model/global summaries.
+- This diagnostic does not rerun the benchmark and does not overwrite upstream conditional outputs.
+
+## Main supported findings
+
+- Across panel means, conditional fidelity declines from grouped/global summaries (0.497) to 2D surfaces (0.949) and then to filtered/local slices (0.524).
+- The strongest grouped/global to filtered/local drop appears for TVAE, falling from 0.486 to 0.405.
+- Within the exact-support filtered-local subset, dense slices score 0.616, medium slices 0.549, and sparse slices 0.479, consistent with a sparse-support penalty.
+- Model behavior is mixed: 11 models have positive dense-minus-sparse gaps and 0 show the reverse; the largest positive gap is TVAE at 0.225.
+
+## Locality diagnostic
+
+# Conditional locality diagnostic
+
+## Classification audit
+
+Template-level semantics, not raw SQL column counts, define the primary locality buckets. The explicit mapping below keeps the two-axis filtered template in `filtered_local` while preserving `axis_arity = 2D` as a secondary annotation.
+
+| template_id                       | template_name                        | structure_type   | axis_arity   |   n_query_rows |   n_datasets |   n_models |
+|:----------------------------------|:-------------------------------------|:-----------------|:-------------|---------------:|-------------:|-----------:|
+| tpl_m4_group_condition_rate       | Grouped Condition Rate               | grouped_global   | 1D           |           3777 |           32 |         11 |
+| tpl_m4_group_ratio_two_conditions | Grouped Ratio of Two Conditions      | grouped_global   | 1D           |           2745 |           35 |         11 |
+| tpl_m4_window_partition_avg       | Window Partition Average             | grouped_global   | 1D           |           1808 |           21 |         11 |
+| tpl_tpcds_within_group_share      | Within-Group Share of Total          | grouped_global   | 1D           |           6343 |           33 |         11 |
+| tpl_c2_two_dim_target_rate        | Two-Axis Target Rate Surface         | surface_2d       | 2D           |            616 |            3 |         11 |
+| tpl_c2_filtered_group_count_2d    | Filtered Two-Dimensional Group Count | filtered_local   | 2D           |           2317 |           27 |         11 |
+
+## Coverage and scores
+
+| structure_type   | bucket_label     |   query_row_count |   dataset_count |   model_count |   panel_count |   template_count |   mean_score |   ci95_radius | coverage_note                        |
+|:-----------------|:-----------------|------------------:|----------------:|--------------:|--------------:|-----------------:|-------------:|--------------:|:-------------------------------------|
+| grouped_global   | Grouped / Global |             14673 |              39 |            11 |           404 |                4 |     0.49691  |      0.032741 | adequate                             |
+| surface_2d       | 2D Surface       |               616 |               3 |            11 |            33 |                1 |     0.948784 |      0.013789 | low_dataset_coverage,single_template |
+| filtered_local   | Filtered / Local |              2317 |              27 |            11 |           280 |                1 |     0.524149 |      0.045843 | single_template                      |
+
+## Diagnostic takeaways
+
+- Panel means decline from `0.497` for grouped/global queries to `0.949` for 2D surfaces and `0.524` for filtered/local slices.
+- The steepest grouped/global to filtered/local decline appears for `TVAE`: `0.486` to `0.405`.
+- `surface_2d` still rests on one template family, so the locality trend should be treated as structured diagnostic evidence rather than a universal law over all possible 2D conditional tasks.
+- The current conditional row export carries heuristic subitem labels. This locality decomposition therefore anchors on template semantics and panel-level aggregation instead of over-interpreting any single heuristic subitem tag.
+
+
+## Support diagnostic
+
+# Conditional support diagnostic
+
+## Feasibility and recovery modes
+
+- Source SQL artifact coverage found: `223` recovered cases; missing: `0`.
+- Support recovery modes on unique filtered-local cases: `{"exact": 214, "unavailable": 9}`.
+- Primary dense/medium/sparse variant: `all_filtered_local` (`primary_scalar_variant_missing`).
+- Exact vs proxy row-level coverage in the audit export: exact=`2227`, derived_exact=`0`, proxy=`0`, unavailable=`90`.
+
+## Coverage and scores
+
+| support_bucket   | bucket_label   |   query_row_count |   dataset_count |   model_count |   panel_count |   template_count |   mean_score |   ci95_radius | coverage_note   |
+|:-----------------|:---------------|------------------:|----------------:|--------------:|--------------:|-----------------:|-------------:|--------------:|:----------------|
+| dense            | Dense          |               726 |              24 |            11 |           248 |                1 |     0.616144 |      0.048622 | single_template |
+| medium           | Medium         |               678 |              24 |            11 |           248 |                1 |     0.548679 |      0.051566 | single_template |
+| sparse           | Sparse         |               735 |              24 |            11 |           248 |                1 |     0.479482 |      0.04869  | single_template |
+
+## Diagnostic takeaways
+
+- The global panel mean declines from `0.616` on dense filtered-local slices to `0.479` on sparse slices.
+- Model behavior is mixed: `11` models have positive dense-minus-sparse gaps, `0` show the reverse, and `0` are flat. The largest positive gap appears for `TVAE` at `0.225`.
+- In the broader `all_filtered_local` sensitivity view (`24` datasets), dense=`0.616` and sparse=`0.479`; the sparse-support penalty is clearer once the filtered 2D local template is included.
+- The primary support analysis intentionally keeps only scalar filtered-local templates in the main dense/medium/sparse comparison so that the support unit remains the count of real rows satisfying the local predicate.
+- Exact per-cell support is still recovered and audited for the filtered 2D group-count template, but that template is left as a sensitivity-only support basis because its natural support statistic is a cell-count distribution rather than a scalar slice size.
+- On this main scalar subset, sparse support does not by itself explain the filtered-local weakness. Any support-mediated interpretation should therefore be limited to model-specific behavior or to the broader sensitivity analysis, not promoted as a universal driver.
+- Any unsupported or unavailable support cases remain explicit in the audit CSV and are not silently folded into the main claim.
+
+
+## Caveats
+
+- `surface_2d` is still represented by one template family, so the locality trend should be described as a template-grounded diagnostic pattern rather than a universal statement about dimensionality alone.
+- The support main figure intentionally excludes the filtered 2D count template from the primary dense/medium/sparse claim because its most faithful support signal is a distribution of cell counts, not a single filtered-row count.
+- Existing heuristic subitem labels in the conditional row export do not perfectly align with template-level semantics, so this diagnostic relies on template semantics for bucket assignment and uses query-score panel means as the primary outcome.
+

conditional_locality_support_diagnostics/conditional_support_bucket_diagnostic.md

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+# Conditional support diagnostic
+
+## Feasibility and recovery modes
+
+- Source SQL artifact coverage found: `223` recovered cases; missing: `0`.
+- Support recovery modes on unique filtered-local cases: `{"exact": 214, "unavailable": 9}`.
+- Primary dense/medium/sparse variant: `all_filtered_local` (`primary_scalar_variant_missing`).
+- Exact vs proxy row-level coverage in the audit export: exact=`2227`, derived_exact=`0`, proxy=`0`, unavailable=`90`.
+
+## Coverage and scores
+
+| support_bucket   | bucket_label   |   query_row_count |   dataset_count |   model_count |   panel_count |   template_count |   mean_score |   ci95_radius | coverage_note   |
+|:-----------------|:---------------|------------------:|----------------:|--------------:|--------------:|-----------------:|-------------:|--------------:|:----------------|
+| dense            | Dense          |               726 |              24 |            11 |           248 |                1 |     0.616144 |      0.048622 | single_template |
+| medium           | Medium         |               678 |              24 |            11 |           248 |                1 |     0.548679 |      0.051566 | single_template |
+| sparse           | Sparse         |               735 |              24 |            11 |           248 |                1 |     0.479482 |      0.04869  | single_template |
+
+## Diagnostic takeaways
+
+- The global panel mean declines from `0.616` on dense filtered-local slices to `0.479` on sparse slices.
+- Model behavior is mixed: `11` models have positive dense-minus-sparse gaps, `0` show the reverse, and `0` are flat. The largest positive gap appears for `TVAE` at `0.225`.
+- In the broader `all_filtered_local` sensitivity view (`24` datasets), dense=`0.616` and sparse=`0.479`; the sparse-support penalty is clearer once the filtered 2D local template is included.
+- The primary support analysis intentionally keeps only scalar filtered-local templates in the main dense/medium/sparse comparison so that the support unit remains the count of real rows satisfying the local predicate.
+- Exact per-cell support is still recovered and audited for the filtered 2D group-count template, but that template is left as a sensitivity-only support basis because its natural support statistic is a cell-count distribution rather than a scalar slice size.
+- On this main scalar subset, sparse support does not by itself explain the filtered-local weakness. Any support-mediated interpretation should therefore be limited to model-specific behavior or to the broader sensitivity analysis, not promoted as a universal driver.
+- Any unsupported or unavailable support cases remain explicit in the audit CSV and are not silently folded into the main claim.
+

conditional_locality_support_diagnostics/fig_conditional_locality_by_model.tex

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+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\definecolor{summaryblack}{HTML}{000000}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=13.8cm,
+height=8.4cm,
+ymin=0.0, ymax=1.0,
+title={Conditional locality decomposition by model},
+ylabel={Conditional fidelity score},
+xtick={1,2,3},
+xticklabels={Grouped / Global,2D Surface,Filtered / Local},
+ymajorgrids,
+grid style={draw=gray!20},
+major grid style={draw=gray!28},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.98,0.98)}, anchor=north east},
+]
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modelarf, fill=modelarf, opacity=0.82] coordinates {(1,0.514410) (2,0.943241) (3,0.578316)};
+\addlegendentry{ARF}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modelbayesnet, fill=modelbayesnet, opacity=0.82] coordinates {(1,0.528563) (2,0.943418) (3,0.590767)};
+\addlegendentry{BayesNet}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modelctgan, fill=modelctgan, opacity=0.82] coordinates {(1,0.518313) (2,0.938868) (3,0.502965)};
+\addlegendentry{CTGAN}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modelforestdiffusion, fill=modelforestdiffusion, opacity=0.82] coordinates {(1,0.428868) (2,0.928066) (3,0.405873)};
+\addlegendentry{ForestDiffusion}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modelrealtabformer, fill=modelrealtabformer, opacity=0.82] coordinates {(1,0.642171) (2,0.991771) (3,0.725290)};
+\addlegendentry{RealTabFormer}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modeltabbyflow, fill=modeltabbyflow, opacity=0.82] coordinates {(1,0.443399) (2,0.938558) (3,0.479184)};
+\addlegendentry{TabbyFlow}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modeltabddpm, fill=modeltabddpm, opacity=0.82] coordinates {(1,0.435330) (2,0.960794) (3,0.480608)};
+\addlegendentry{TabDDPM}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modeltabdiff, fill=modeltabdiff, opacity=0.82] coordinates {(1,0.467464) (2,0.966405) (3,0.490968)};
+\addlegendentry{TabDiff}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modeltabpfgen, fill=modeltabpfgen, opacity=0.82] coordinates {(1,0.500275) (2,0.920881) (3,0.553496)};
+\addlegendentry{TabPFGen}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modeltabsyn, fill=modeltabsyn, opacity=0.82] coordinates {(1,0.478248) (2,0.946274) (3,0.546588)};
+\addlegendentry{TabSyn}
+\addplot+[mark=*, mark size=1.8pt, line width=0.9pt, draw=modeltvae, fill=modeltvae, opacity=0.82] coordinates {(1,0.486116) (2,0.958343) (3,0.404814)};
+\addlegendentry{TVAE}
+\addplot+[mark=*, mark size=2.6pt, line width=1.8pt, draw=summaryblack, fill=summaryblack] coordinates {(1,0.496910) (2,0.948784) (3,0.524149)};
+\addlegendentry{Panel mean}
+\addplot+[only marks, mark=none, draw=summaryblack, error bars/.cd, y dir=both, y explicit] coordinates { (1,0.496910) +- (0,0.032741) };
+\addplot+[only marks, mark=none, draw=summaryblack, error bars/.cd, y dir=both, y explicit] coordinates { (2,0.948784) +- (0,0.013789) };
+\addplot+[only marks, mark=none, draw=summaryblack, error bars/.cd, y dir=both, y explicit] coordinates { (3,0.524149) +- (0,0.045843) };
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/analysis_report__v2.md

@@ -0,0 +1,17 @@
+# Missingness Breakdown
+
+- Source mode: `direct_missingness_evaluator`
+- Reference analysis run: `trainonly_v2_current_success_official_20way_official20_20260519_232817`
+- Included models: `11`
+- Deduplicated dataset-model panels: `509`
+- Direct model-dataset rows used: `509`
+- Direct target rows used: `3825`
+
+## Canonical decomposition
+
+- `missingness_structure = 0.5 * marginal_missing_rate_consistency + 0.5 * co_missingness_pattern_consistency`
+- Canonical `co_missingness_pattern_consistency` now uses profile-only edge averaging.
+- `co_missing_strength_score` is exported separately as an auxiliary diagnostic and is not folded into the two-subitem family score.
+- `co_missing_composite_score` preserves the previous 0.7-profile / 0.3-strength blend for sensitivity analysis only.
+- This bundle bypasses SQL query analysis and uses the canonical direct co-missing evaluator over real-train vs synthetic CSV pairs.
+- The standardized appendix bundle now mirrors tradeoff, prefix, and heatmap views just like the other query families.

missingness_breakdown/missingness_dataset_model_heatmap_appendix__v2.tex

@@ -0,0 +1,27 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+\begin{document}
+\scriptsize
+\textbf{Missingness dataset-model heatmap}\\[0.4em]
+\emph{Score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Dataset & arf & bayesnet & ctgan & forestdiffusion & realtabformer & tabbyflow & tabddpm & tabdiff & tabpfgen & tabsyn & tvae \\
+\midrule
+c5 & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} \\
+c15 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0E2265} &  & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{2163AA} \\
+c16 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2260A9} &  & \cellcolor[HTML]{2260A9} &  & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{22328F} \\
+c17 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{24409A} &  & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{162874} \\
+c18 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{2163AA} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{2163AA} &  &  &  &  & \cellcolor[HTML]{24449C} \\
+c19 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{0B1F5E} &  & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0A1E5C} \\
+m7 & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{259AC1} \\
+m9 & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{102369} \\
+m12 & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{55BEC1} &  & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{53BDC1} \\
+n8 & \cellcolor[HTML]{253997} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{253B97} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{253997} &  & \cellcolor[HTML]{253997} &  & \cellcolor[HTML]{253997} & \cellcolor[HTML]{2073B2} \\
+n18 & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1B2C80} &  & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{172978} \\
+\bottomrule
+\end{tabular}
+\end{document}

missingness_breakdown/missingness_family_subitem_bars_appendix__v2.tex

@@ -0,0 +1,66 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{barreal}{HTML}{000000}
+\definecolor{bararf}{HTML}{777777}
+\definecolor{barbayesnet}{HTML}{CCBB44}
+\definecolor{barctgan}{HTML}{EE6677}
+\definecolor{barforestdiffusion}{HTML}{228833}
+\definecolor{barrealtabformer}{HTML}{332288}
+\definecolor{bartabbyflow}{HTML}{882255}
+\definecolor{bartabddpm}{HTML}{EE7733}
+\definecolor{bartabdiff}{HTML}{AA3377}
+\definecolor{bartabpfgen}{HTML}{009988}
+\definecolor{bartabsyn}{HTML}{66CCEE}
+\definecolor{bartvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=13.50cm,
+height=8.8cm,
+ymin=0.0, ymax=1.08,
+ylabel={Score},
+title={Missingness family and subitem bars},
+ymajorgrids,
+grid style={draw=gray!22},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+xtick={0.0000,1.1000,2.2000,3.3000,4.4000,5.5000,6.6000,7.7000,8.8000,9.9000,11.0000,12.1000,14.5500,15.6500,16.7500,17.8500,18.9500,20.0500,21.1500,22.2500,23.3500,24.4500,25.5500,26.6500},
+xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=90, anchor=east, font=\scriptsize},
+enlarge x limits=0.01,
+clip=false,
+]
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(0.0000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(1.1000,0.846623)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.792110)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.824115)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.889738)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.653202)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.765945)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.745897)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(14.5500,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(15.6500,0.842765)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.790545)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.814870)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.888108)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.653202)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.765945)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.741645)};
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:13.8250,0) -- (axis cs:13.8250,1.08);
+\node[anchor=south, font=\bfseries\small] at (axis cs:6.0500,1.035) {Marginal missing-rate consistency};
+\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {Co-missingness pattern consistency};
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/missingness_model_subitem_heatmap_appendix__v2.tex

@@ -0,0 +1,20 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+
+\begin{document}
+\scriptsize
+\textbf{Missingness model-subitem heatmap}\\[0.4em]
+\emph{Mean score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Subitem & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+Marginal missing-rate consistency & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24459C} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2260A9} \\
+Co-missingness pattern consistency & \cellcolor[HTML]{243F99} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2262AA} \\
+Family mean & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2260A9} \\
+\bottomrule
+\end{tabular}
+\end{document}

missingness_breakdown/missingness_prefix_bars_appendix__v2.tex

@@ -0,0 +1,68 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{groupplot}[
+group style={group size=3 by 1, horizontal sep=1.0cm},
+width=0.31\textwidth,
+height=0.46\textwidth,
+ymin=0, ymax=1.02,
+xtick={1,...,11},
+xticklabels={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=60, anchor=east, font=\scriptsize},
+grid=major,
+grid style={gray!20},
+]
+\nextgroupplot[title={C datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.850974)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.751906)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.809258)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.737932)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.803291)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.737932)};
+\addplot[ybar, draw=modeltabddpm, fill=modeltabddpm] coordinates {(7,0.154985)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.737990)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.736831)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.737990)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.755763)};
+\nextgroupplot[title={M datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.804746)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.804537)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.795905)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.754851)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.993508)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.754851)};
+\addplot[ybar, draw=modeltabddpm, fill=modeltabddpm] coordinates {(7,0.902311)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.754851)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.754851)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.754851)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.673898)};
+\nextgroupplot[title={N datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.885773)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.889781)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.885577)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.885773)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.988941)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.885773)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.885773)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.915683)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.885773)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.812604)};
+\end{groupplot}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/missingness_tradeoff_scatter_main__v2.tex

@@ -0,0 +1,54 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=11.2cm,
+height=8.4cm,
+xmin=0, xmax=1.02,
+ymin=0, ymax=1.02,
+xlabel={Marginal missing-rate consistency},
+ylabel={Co-missingness pattern consistency},
+grid=major,
+grid style={gray!20},
+]
+\addplot[only marks, mark=*, mark size=2.2pt, modelarf] coordinates {(0.846623,0.842765)};
+\node[anchor=west, font=\scriptsize, text=modelarf] at (axis cs:0.846623,0.842765) {ARF};
+\addplot[only marks, mark=*, mark size=2.2pt, modelbayesnet] coordinates {(0.792110,0.790545)};
+\node[anchor=west, font=\scriptsize, text=modelbayesnet] at (axis cs:0.792110,0.790545) {BayesNet};
+\addplot[only marks, mark=*, mark size=2.2pt, modelctgan] coordinates {(0.824115,0.814870)};
+\node[anchor=west, font=\scriptsize, text=modelctgan] at (axis cs:0.824115,0.814870) {CTGAN};
+\addplot[only marks, mark=*, mark size=2.2pt, modelforestdiffusion] coordinates {(0.769427,0.769427)};
+\node[anchor=west, font=\scriptsize, text=modelforestdiffusion] at (axis cs:0.769427,0.769427) {ForestDiffusion};
+\addplot[only marks, mark=*, mark size=2.2pt, modelrealtabformer] coordinates {(0.889738,0.888108)};
+\node[anchor=west, font=\scriptsize, text=modelrealtabformer] at (axis cs:0.889738,0.888108) {RealTabFormer};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabbyflow] coordinates {(0.769427,0.769427)};
+\node[anchor=west, font=\scriptsize, text=modeltabbyflow] at (axis cs:0.769427,0.769427) {TabbyFlow};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabddpm] coordinates {(0.653202,0.653202)};
+\node[anchor=west, font=\scriptsize, text=modeltabddpm] at (axis cs:0.653202,0.653202) {TabDDPM};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabdiff] coordinates {(0.772605,0.772605)};
+\node[anchor=west, font=\scriptsize, text=modeltabdiff] at (axis cs:0.772605,0.772605) {TabDiff};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabpfgen] coordinates {(0.765945,0.765945)};
+\node[anchor=west, font=\scriptsize, text=modeltabpfgen] at (axis cs:0.765945,0.765945) {TabPFGen};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabsyn] coordinates {(0.772605,0.772605)};
+\node[anchor=west, font=\scriptsize, text=modeltabsyn] at (axis cs:0.772605,0.772605) {TabSyn};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltvae] coordinates {(0.745897,0.741645)};
+\node[anchor=west, font=\scriptsize, text=modeltvae] at (axis cs:0.745897,0.741645) {TVAE};
+\end{axis}
+\end{tikzpicture}
+\end{document}

subgroup_breakdown/subgroup_model_summary_generated__v2.tex

@@ -0,0 +1,18 @@
+\begin{tabular}{lrrrr}
+\toprule
+Model & Subgroup score & Internal profile & Subgroup size & Datasets \\
+\midrule
+REAL & 1.000 & 1.000 & 1.000 & 47 \\
+ARF & 0.720 & 0.714 & 0.758 & 47 \\
+BayesNet & 0.730 & 0.728 & 0.764 & 47 \\
+CTGAN & 0.680 & 0.673 & 0.740 & 47 \\
+ForestDiffusion & 0.657 & 0.638 & 0.700 & 47 \\
+RealTabFormer & 0.817 & 0.815 & 0.846 & 47 \\
+TabbyFlow & 0.653 & 0.639 & 0.674 & 44 \\
+TabDDPM & 0.601 & 0.600 & 0.633 & 39 \\
+TabDiff & 0.674 & 0.670 & 0.707 & 42 \\
+TabPFGen & 0.691 & 0.686 & 0.726 & 44 \\
+TabSyn & 0.710 & 0.705 & 0.746 & 38 \\
+TVAE & 0.655 & 0.637 & 0.723 & 47 \\
+\bottomrule
+\end{tabular}

subgroup_breakdown/subgroup_prefix_bars_appendix__v2.tex

@@ -0,0 +1,77 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\usetikzlibrary{patterns}
+\pgfplotsset{compat=1.18}
+
+\usepgfplotslibrary{groupplots}
+\definecolor{modelreal}{HTML}{000000}
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{groupplot}[
+group style={group size=3 by 1, horizontal sep=1.15cm},
+width=5.0cm,
+height=7.0cm,
+ymin=0.0, ymax=1.0,
+ymajorgrids,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+symbolic x coords={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+xtick=data,
+x tick label style={rotate=45, anchor=east, font=\scriptsize},
+tick style={draw=black!70},
+axis line style={draw=black!70},
+]
+\nextgroupplot[title={Categorical}, ylabel={Subgroup structure score}]
+\addplot+[ybar, bar width=7.0pt, draw=modelreal, fill=modelreal] coordinates { (REAL,1.0000) };
+\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.8424) };
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+\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.8009) };
+\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.7727) };
+\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.8709) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.7298) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.7483) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.7795) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.7938) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.7979) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.7335) };
+\nextgroupplot[title={Mixed}, ylabel={}]
+\addplot+[ybar, bar width=7.0pt, draw=modelreal, fill=modelreal] coordinates { (REAL,1.0000) };
+\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.7237) };
+\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.7325) };
+\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.6424) };
+\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.6706) };
+\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.7894) };
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+\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.5802) };
+\nextgroupplot[title={Numerical}, ylabel={}]
+\addplot+[ybar, bar width=7.0pt, draw=modelreal, fill=modelreal] coordinates { (REAL,1.0000) };
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+\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.5177) };
+\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.7738) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.5393) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.4428) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.5616) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.5764) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.5748) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.6168) };
+\end{groupplot}
+\end{tikzpicture}
+\end{document}

subgroup_breakdown/subgroup_tradeoff_scatter_main__v2.tex

@@ -0,0 +1,116 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\usetikzlibrary{patterns}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelreal}{HTML}{000000}
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=14.6cm,
+height=8.4cm,
+ymin=0.0, ymax=1.03,
+xlabel={Model},
+ylabel={Score},
+ymajorgrids,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+symbolic x coords={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+xtick=data,
+xticklabel style={rotate=45, anchor=east, font=\scriptsize},
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.98,0.98)}, anchor=north east},
+]
+\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modelreal, fill=modelreal,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (REAL,1.0000) +- (0,0.0000) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelreal, fill=white, pattern=north east lines, pattern color=modelreal,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (REAL,1.0000) +- (0,0.0000) };
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+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (ARF,0.7140) +- (0,0.1080) };
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+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (ARF,0.7577) +- (0,0.1106) };
+\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (BayesNet,0.7278) +- (0,0.1026) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelbayesnet, fill=white, pattern=north east lines, pattern color=modelbayesnet,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (BayesNet,0.7641) +- (0,0.1057) };
+\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (CTGAN,0.6734) +- (0,0.1080) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelctgan, fill=white, pattern=north east lines, pattern color=modelctgan,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (CTGAN,0.7405) +- (0,0.1008) };
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+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (ForestDiffusion,0.6380) +- (0,0.1075) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelforestdiffusion, fill=white, pattern=north east lines, pattern color=modelforestdiffusion,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (ForestDiffusion,0.7003) +- (0,0.1116) };
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+coordinates { (RealTabFormer,0.8153) +- (0,0.0886) };
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+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (RealTabFormer,0.8465) +- (0,0.0838) };
+\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabbyFlow,0.6394) +- (0,0.1094) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabbyflow, fill=white, pattern=north east lines, pattern color=modeltabbyflow,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabbyFlow,0.6740) +- (0,0.1151) };
+\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabDDPM,0.5998) +- (0,0.1290) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabddpm, fill=white, pattern=north east lines, pattern color=modeltabddpm,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabDDPM,0.6327) +- (0,0.1355) };
+\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabDiff,0.6700) +- (0,0.1130) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabdiff, fill=white, pattern=north east lines, pattern color=modeltabdiff,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabDiff,0.7070) +- (0,0.1186) };
+\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabPFGen,0.6859) +- (0,0.1149) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabpfgen, fill=white, pattern=north east lines, pattern color=modeltabpfgen,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabPFGen,0.7259) +- (0,0.1241) };
+\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabSyn,0.7046) +- (0,0.1162) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabsyn, fill=white, pattern=north east lines, pattern color=modeltabsyn,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TabSyn,0.7464) +- (0,0.1194) };
+\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TVAE,0.6374) +- (0,0.1002) };
+\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltvae, fill=white, pattern=north east lines, pattern color=modeltvae,
+error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}]
+coordinates { (TVAE,0.7231) +- (0,0.0951) };
+\addlegendimage{area legend, draw=black, fill=black}
+\addlegendentry{Internal profile stability}
+\addlegendimage{area legend, draw=black, fill=white, pattern=north east lines, pattern color=black}
+\addlegendentry{Subgroup size stability}
+\node[anchor=west, font=\scriptsize] at (rel axis cs:0.02,0.90) {$\uparrow$ better};
+\end{axis}
+\end{tikzpicture}
+\end{document}

tail_breakdown/must_do/tail_dataset_model_heatmap_appendix__v2.tex

@@ -0,0 +1,58 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{booktabs}
+\begin{document}
+\scriptsize
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Dataset & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+C2 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C3 & \cellcolor[HTML]{1E88BC} & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{203089} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{DBF1B2} \\
+C4 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C5 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C7 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1F82B9} \\
+C8 & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{2A9EC1} \\
+C9 & \cellcolor[HTML]{172978} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{289CC1} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{52BCC2} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{1F7EB7} & \cellcolor[HTML]{234FA1} & \cellcolor[HTML]{225EA8} \\
+C10 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+C11 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C12 & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{A7DCB7} & \cellcolor[HTML]{1E85BA} &  &  &  & \cellcolor[HTML]{57BEC1} & \cellcolor[HTML]{DFF2B2} & \cellcolor[HTML]{1F7DB6} \\
+C13 & \cellcolor[HTML]{C9EAB4} & \cellcolor[HTML]{E8F6B1} & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{CEECB3} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{F3FABD} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F5FBC2} & \cellcolor[HTML]{2262AA} \\
+C14 & \cellcolor[HTML]{1E88BC} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{A5DCB7} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2195C0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{87D0BA} \\
+C15 & \cellcolor[HTML]{2354A3} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{CEECB3} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1F78B4} \\
+C16 & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{DDF2B2} & \cellcolor[HTML]{EDF8B1} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{B4E2B6} & \cellcolor[HTML]{FEFFD8} &  & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{CBEBB4} \\
+C17 & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{D0EDB3} \\
+C18 & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{F4FBC1} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{F1FABB} &  &  &  &  & \cellcolor[HTML]{F4FBC1} \\
+C19 & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{34A9C3} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{F7FCC7} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{32A6C2} \\
+C20 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{253795} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{172978} & \cellcolor[HTML]{1D8DBE} &  & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{7CCCBB} \\
+M1 & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{225EA8} & \cellcolor[HTML]{3BB0C3} & \cellcolor[HTML]{2A9EC1} & \cellcolor[HTML]{B9E4B5} & \cellcolor[HTML]{ABDEB7} & \cellcolor[HTML]{FAFDCE} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{2FA4C2} \\
+M2 & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{2094C0} & \cellcolor[HTML]{D6EFB3} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{9ED9B8} &  & \cellcolor[HTML]{253494} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{35AAC3} \\
+M4 & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{225DA8} \\
+M6 & \cellcolor[HTML]{233390} & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{7CCCBB} & \cellcolor[HTML]{6FC7BD} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{FDFED5} & \cellcolor[HTML]{3CB1C3} & \cellcolor[HTML]{1E8ABD} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{B2E1B6} \\
+M7 & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{2296C1} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{1F2F87} & \cellcolor[HTML]{2073B2} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{F4FBC1} \\
+M9 & \cellcolor[HTML]{2352A3} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1E8BBD} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{299DC1} \\
+M10 & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{203089} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{D0EDB3} & \cellcolor[HTML]{253795} & \cellcolor[HTML]{D0EDB3} \\
+M11 & \cellcolor[HTML]{2073B2} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{F8FCC9} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{FAFDCF} & \cellcolor[HTML]{8ED3BA} \\
+M12 & \cellcolor[HTML]{F4FBC0} & \cellcolor[HTML]{63C3BF} & \cellcolor[HTML]{FEFFD8} & \cellcolor[HTML]{5DC0C0} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{C2E7B4} &  & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{90D4B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N1 & \cellcolor[HTML]{253494} & \cellcolor[HTML]{9ED9B8} & \cellcolor[HTML]{65C3BF} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{69C5BE} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{65C3BF} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{6BC6BE} \\
+N2 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N4 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N5 & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{2296C1} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{FDFED5} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{24409A} &  & \cellcolor[HTML]{2CA1C2} \\
+N6 & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{89D1BA} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{65C3BF} \\
+N7 & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{2195C0} &  & \cellcolor[HTML]{172976} \\
+N8 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{C6E9B4} &  & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N9 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N10 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{233390} &  & \cellcolor[HTML]{142670} \\
+N11 & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{E6F5B2} \\
+N12 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N14 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N15 & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{206EB0} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{3EB3C4} & \cellcolor[HTML]{ABDEB7} & \cellcolor[HTML]{90D4B9} & \cellcolor[HTML]{39ADC3} & \cellcolor[HTML]{A9DDB7} & \cellcolor[HTML]{2070B0} \\
+N16 & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{63C3BF} & \cellcolor[HTML]{1F2F87} & \cellcolor[HTML]{B0E0B6} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{2354A3} \\
+N17 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N18 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N19 & \cellcolor[HTML]{299DC1} & \cellcolor[HTML]{37ACC3} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{216AAD} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{1D8DBE} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{31A5C2} \\
+N20 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{76CABC} &  & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{4AB9C3} \\
+\bottomrule
+\end{tabular}
+\end{document}

tail_breakdown/must_do/tail_family_subitem_bars_appendix__v2.tex

@@ -0,0 +1,80 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{barreal}{HTML}{000000}
+\definecolor{bararf}{HTML}{777777}
+\definecolor{barbayesnet}{HTML}{CCBB44}
+\definecolor{barctgan}{HTML}{EE6677}
+\definecolor{barforestdiffusion}{HTML}{228833}
+\definecolor{barrealtabformer}{HTML}{332288}
+\definecolor{bartabbyflow}{HTML}{882255}
+\definecolor{bartabddpm}{HTML}{EE7733}
+\definecolor{bartabdiff}{HTML}{AA3377}
+\definecolor{bartabpfgen}{HTML}{009988}
+\definecolor{bartabsyn}{HTML}{66CCEE}
+\definecolor{bartvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=15.12cm,
+height=8.8cm,
+ymin=0.0, ymax=1.08,
+ylabel={Score},
+title={Tail family and subitem bars},
+ymajorgrids,
+grid style={draw=gray!22},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+xtick={0.0000,1.1000,2.2000,3.3000,4.4000,5.5000,6.6000,7.7000,8.8000,9.9000,11.0000,12.1000,14.5500,15.6500,16.7500,17.8500,18.9500,20.0500,21.1500,22.2500,23.3500,24.4500,25.5500,26.6500,29.1000,30.2000,31.3000,32.4000,33.5000,34.6000,35.7000,36.8000,37.9000,39.0000,40.1000,41.2000},
+xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=90, anchor=east, font=\scriptsize},
+enlarge x limits=0.01,
+clip=false,
+]
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(0.0000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(1.1000,0.115567)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.238885)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.076759)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.092980)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.137714)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.113040)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.066191)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.156472)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.100256)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.184151)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.020478)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(14.5500,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(15.6500,0.488678)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.382778)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.247544)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.247883)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.445260)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.280227)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.208560)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.295125)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.385648)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.269276)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.220807)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(29.1000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(30.2000,0.523610)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(31.3000,0.457337)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(32.4000,0.396251)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(33.5000,0.358988)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(34.6000,0.517818)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(35.7000,0.389591)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(36.8000,0.353538)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(37.9000,0.362670)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(39.0000,0.479762)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(40.1000,0.350701)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(41.2000,0.343399)};
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:13.8250,0) -- (axis cs:13.8250,1.08);
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:28.3750,0) -- (axis cs:28.3750,1.08);
+\node[anchor=south, font=\bfseries\small] at (axis cs:6.0500,1.035) {Tail set consistency};
+\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {Tail mass similarity};
+\node[anchor=south, font=\bfseries\small] at (axis cs:35.1500,1.035) {Tail concentration consistency};
+\end{axis}
+\end{tikzpicture}
+\end{document}

tail_breakdown/tail_coverage_vs_concentration_scatter_main__v2.tex

@@ -0,0 +1,89 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{13.2cm}
+{\small Main paper-facing view.\par}
+{\small X-axis is tail coverage core = mean(tail set consistency, tail mass similarity).\par}
+{\small Y-axis is tail concentration consistency.\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=12.7cm,
+height=9.3cm,
+xmin=0.0406, xmax=0.3908,
+ymin=0.2634, ymax=0.6036,
+xlabel={Tail coverage core score},
+ylabel={Tail concentration consistency},
+title={Tail coverage core vs tail concentration},
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.02)}, anchor=south west},
+legend columns=3,
+]
+\addplot[black!45, dashed, domain=0:1, samples=2] {x};
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelarf, fill=modelarf,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3021,0.5236) +- (0.0712,0.1153) };
+\addlegendentry{ARF}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3108,0.4573) +- (0.0938,0.1095) };
+\addlegendentry{BayesNet}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1622,0.3963) +- (0.0553,0.1026) };
+\addlegendentry{CTGAN}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelforestdiffusion, fill=modelforestdiffusion,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1704,0.3590) +- (0.0716,0.1105) };
+\addlegendentry{ForestDiffusion}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelrealtabformer, fill=modelrealtabformer,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2915,0.5178) +- (0.0832,0.1140) };
+\addlegendentry{RealTabFormer}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1966,0.3896) +- (0.0723,0.1168) };
+\addlegendentry{TabbyFlow}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1374,0.3535) +- (0.0753,0.1226) };
+\addlegendentry{TabDDPM}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2258,0.3627) +- (0.0891,0.1285) };
+\addlegendentry{TabDiff}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2430,0.4798) +- (0.0739,0.1149) };
+\addlegendentry{TabPFGen}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2267,0.3507) +- (0.0931,0.1331) };
+\addlegendentry{TabSyn}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1206,0.3434) +- (0.0445,0.0895) };
+\addlegendentry{TVAE}
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}

tail_breakdown/tail_dataset_model_heatmap_appendix__v2.tex

@@ -0,0 +1,58 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{booktabs}
+\begin{document}
+\scriptsize
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Dataset & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+C2 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C3 & \cellcolor[HTML]{1E88BC} & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{203089} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{DBF1B2} \\
+C4 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C5 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C7 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1F82B9} \\
+C8 & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{2A9EC1} \\
+C9 & \cellcolor[HTML]{172978} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{289CC1} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{52BCC2} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{1F7EB7} & \cellcolor[HTML]{234FA1} & \cellcolor[HTML]{225EA8} \\
+C10 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+C11 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C12 & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{A7DCB7} & \cellcolor[HTML]{1E85BA} &  &  &  & \cellcolor[HTML]{57BEC1} & \cellcolor[HTML]{DFF2B2} & \cellcolor[HTML]{1F7DB6} \\
+C13 & \cellcolor[HTML]{C9EAB4} & \cellcolor[HTML]{E8F6B1} & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{CEECB3} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{F3FABD} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F5FBC2} & \cellcolor[HTML]{2262AA} \\
+C14 & \cellcolor[HTML]{1E88BC} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{A5DCB7} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2195C0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{87D0BA} \\
+C15 & \cellcolor[HTML]{2354A3} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{CEECB3} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1F78B4} \\
+C16 & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{DDF2B2} & \cellcolor[HTML]{EDF8B1} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{B4E2B6} & \cellcolor[HTML]{FEFFD8} &  & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{CBEBB4} \\
+C17 & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{D0EDB3} \\
+C18 & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{F4FBC1} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{F1FABB} &  &  &  &  & \cellcolor[HTML]{F4FBC1} \\
+C19 & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{34A9C3} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{F7FCC7} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{32A6C2} \\
+C20 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{253795} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{172978} & \cellcolor[HTML]{1D8DBE} &  & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{7CCCBB} \\
+M1 & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{225EA8} & \cellcolor[HTML]{3BB0C3} & \cellcolor[HTML]{2A9EC1} & \cellcolor[HTML]{B9E4B5} & \cellcolor[HTML]{ABDEB7} & \cellcolor[HTML]{FAFDCE} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{2FA4C2} \\
+M2 & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{2094C0} & \cellcolor[HTML]{D6EFB3} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{9ED9B8} &  & \cellcolor[HTML]{253494} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{35AAC3} \\
+M4 & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{225DA8} \\
+M6 & \cellcolor[HTML]{233390} & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{7CCCBB} & \cellcolor[HTML]{6FC7BD} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{FDFED5} & \cellcolor[HTML]{3CB1C3} & \cellcolor[HTML]{1E8ABD} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{B2E1B6} \\
+M7 & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{2296C1} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{1F2F87} & \cellcolor[HTML]{2073B2} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{F4FBC1} \\
+M9 & \cellcolor[HTML]{2352A3} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1E8BBD} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{299DC1} \\
+M10 & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{203089} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{D0EDB3} & \cellcolor[HTML]{253795} & \cellcolor[HTML]{D0EDB3} \\
+M11 & \cellcolor[HTML]{2073B2} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{F8FCC9} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{FAFDCF} & \cellcolor[HTML]{8ED3BA} \\
+M12 & \cellcolor[HTML]{F4FBC0} & \cellcolor[HTML]{63C3BF} & \cellcolor[HTML]{FEFFD8} & \cellcolor[HTML]{5DC0C0} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{C2E7B4} &  & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{90D4B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N1 & \cellcolor[HTML]{253494} & \cellcolor[HTML]{9ED9B8} & \cellcolor[HTML]{65C3BF} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{69C5BE} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{65C3BF} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{6BC6BE} \\
+N2 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N4 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N5 & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{2296C1} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{FDFED5} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{24409A} &  & \cellcolor[HTML]{2CA1C2} \\
+N6 & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{89D1BA} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{65C3BF} \\
+N7 & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{2195C0} &  & \cellcolor[HTML]{172976} \\
+N8 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{C6E9B4} &  & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N9 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N10 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{233390} &  & \cellcolor[HTML]{142670} \\
+N11 & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{E6F5B2} \\
+N12 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N14 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N15 & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{206EB0} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{3EB3C4} & \cellcolor[HTML]{ABDEB7} & \cellcolor[HTML]{90D4B9} & \cellcolor[HTML]{39ADC3} & \cellcolor[HTML]{A9DDB7} & \cellcolor[HTML]{2070B0} \\
+N16 & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{63C3BF} & \cellcolor[HTML]{1F2F87} & \cellcolor[HTML]{B0E0B6} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{2354A3} \\
+N17 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N18 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N19 & \cellcolor[HTML]{299DC1} & \cellcolor[HTML]{37ACC3} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{216AAD} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{1D8DBE} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{31A5C2} \\
+N20 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{76CABC} &  & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{4AB9C3} \\
+\bottomrule
+\end{tabular}
+\end{document}

tail_breakdown/v2/analysis_report__v2.md

@@ -0,0 +1,36 @@
+# Tail Breakdown Report
+
+## Scope
+
+- Source tail-threshold run: `20260519_server_main_refresh_tail_full`
+- Excluded models: `cdtd, codi, goggle`
+- Included models: `11`
+- Deduplicated dataset-model panels: `466`
+- Threshold count per panel: `10-10`
+
+## Canonical tail views
+
+- Canonical tail-threshold components reused directly: `tail_set_consistency`, `tail_mass_similarity`, `tail_concentration_consistency`.
+- `tail_coverage_score = mean(tail_set_consistency, tail_mass_similarity)`
+- `tail_breakdown_score = mean(tail_set_consistency, tail_mass_similarity, tail_concentration_consistency)`
+- `coverage_minus_concentration = tail_coverage_score - tail_concentration_consistency`
+
+## Main findings
+
+1. `ARF` is strongest on tail concentration with mean tail concentration score `0.524`.
+2. `BayesNet` is strongest on tail coverage core (`tail_coverage_score`) with mean score `0.311`, while `ARF` leads the three-part tail breakdown overall at `0.376`.
+3. `TabSyn` is the most coverage-heavy model (coverage minus concentration = `-0.124`), while `TabPFGen` is the most concentration-leaning (`-0.237`).
+4. Dataset difficulty remains uneven: `c2` is hardest on tail concentration (`0.000` mean across models), while `n10` is easiest (`0.946`).
+
+## Files to use first
+
+- `figures/tail_coverage_vs_concentration_scatter_main.pdf`
+- `figures/tail_coverage_vs_breakdown_bridge.pdf`
+- `figures/tail_prefix_bars_appendix.pdf`
+- `tables/tail_model_summary_generated.tex`
+- `data/model_summary.csv`
+
+## Prefix note
+
+- Prefix coverage summary rows: `33`
+- The `c / m / n` split is exported explicitly because tail concentration behavior differs by dataset family, not just by overall model average.

tail_breakdown/v2/tail_coverage_vs_breakdown_bridge__v2.tex

@@ -0,0 +1,88 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{13.2cm}
+{\small Tail coverage core = mean(tail set consistency, tail mass similarity).\par}
+{\small Tail breakdown score = mean(tail set consistency, tail mass similarity, tail concentration consistency).\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=12.7cm,
+height=9.3cm,
+xmin=0.0406, xmax=0.3908,
+ymin=0.1149, ymax=0.4560,
+xlabel={Tail coverage core score},
+ylabel={Tail breakdown score},
+title={Tail coverage core vs tail breakdown score},
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.02)}, anchor=south west},
+legend columns=3,
+]
+\addplot[black!45, dashed, domain=0:1, samples=2] {x};
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelarf, fill=modelarf,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3021,0.3760) +- (0.0712,0.0830) };
+\addlegendentry{ARF}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3108,0.3597) +- (0.0938,0.0956) };
+\addlegendentry{BayesNet}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1622,0.2402) +- (0.0553,0.0654) };
+\addlegendentry{CTGAN}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelforestdiffusion, fill=modelforestdiffusion,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1704,0.2333) +- (0.0716,0.0809) };
+\addlegendentry{ForestDiffusion}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelrealtabformer, fill=modelrealtabformer,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2915,0.3669) +- (0.0832,0.0891) };
+\addlegendentry{RealTabFormer}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1966,0.2610) +- (0.0723,0.0839) };
+\addlegendentry{TabbyFlow}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1374,0.2094) +- (0.0753,0.0834) };
+\addlegendentry{TabDDPM}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2258,0.2714) +- (0.0891,0.1004) };
+\addlegendentry{TabDiff}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2430,0.3219) +- (0.0739,0.0845) };
+\addlegendentry{TabPFGen}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2267,0.2680) +- (0.0931,0.1050) };
+\addlegendentry{TabSyn}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1206,0.1949) +- (0.0445,0.0528) };
+\addlegendentry{TVAE}
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}

tail_breakdown/v2/tail_dataset_model_heatmap_appendix__v2.tex

@@ -0,0 +1,58 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{booktabs}
+\begin{document}
+\scriptsize
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Dataset & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+C2 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C3 & \cellcolor[HTML]{1E88BC} & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{203089} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{DBF1B2} \\
+C4 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C5 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C7 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1F82B9} \\
+C8 & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{2A9EC1} \\
+C9 & \cellcolor[HTML]{172978} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{289CC1} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{52BCC2} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{1F7EB7} & \cellcolor[HTML]{234FA1} & \cellcolor[HTML]{225EA8} \\
+C10 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+C11 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C12 & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{A7DCB7} & \cellcolor[HTML]{1E85BA} &  &  &  & \cellcolor[HTML]{57BEC1} & \cellcolor[HTML]{DFF2B2} & \cellcolor[HTML]{1F7DB6} \\
+C13 & \cellcolor[HTML]{C9EAB4} & \cellcolor[HTML]{E8F6B1} & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{CEECB3} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{F3FABD} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F5FBC2} & \cellcolor[HTML]{2262AA} \\
+C14 & \cellcolor[HTML]{1E88BC} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{A5DCB7} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2195C0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{87D0BA} \\
+C15 & \cellcolor[HTML]{2354A3} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{CEECB3} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1F78B4} \\
+C16 & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{DDF2B2} & \cellcolor[HTML]{EDF8B1} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{B4E2B6} & \cellcolor[HTML]{FEFFD8} &  & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{CBEBB4} \\
+C17 & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{D0EDB3} \\
+C18 & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{F4FBC1} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{F1FABB} &  &  &  &  & \cellcolor[HTML]{F4FBC1} \\
+C19 & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{34A9C3} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{F7FCC7} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{32A6C2} \\
+C20 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{253795} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{172978} & \cellcolor[HTML]{1D8DBE} &  & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{7CCCBB} \\
+M1 & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{225EA8} & \cellcolor[HTML]{3BB0C3} & \cellcolor[HTML]{2A9EC1} & \cellcolor[HTML]{B9E4B5} & \cellcolor[HTML]{ABDEB7} & \cellcolor[HTML]{FAFDCE} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{2FA4C2} \\
+M2 & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{2094C0} & \cellcolor[HTML]{D6EFB3} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{9ED9B8} &  & \cellcolor[HTML]{253494} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{35AAC3} \\
+M4 & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{225DA8} \\
+M6 & \cellcolor[HTML]{233390} & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{7CCCBB} & \cellcolor[HTML]{6FC7BD} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{FDFED5} & \cellcolor[HTML]{3CB1C3} & \cellcolor[HTML]{1E8ABD} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{B2E1B6} \\
+M7 & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{2296C1} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{1F2F87} & \cellcolor[HTML]{2073B2} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{F4FBC1} \\
+M9 & \cellcolor[HTML]{2352A3} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1E8BBD} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{299DC1} \\
+M10 & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{203089} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{D0EDB3} & \cellcolor[HTML]{253795} & \cellcolor[HTML]{D0EDB3} \\
+M11 & \cellcolor[HTML]{2073B2} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{F8FCC9} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{FAFDCF} & \cellcolor[HTML]{8ED3BA} \\
+M12 & \cellcolor[HTML]{F4FBC0} & \cellcolor[HTML]{63C3BF} & \cellcolor[HTML]{FEFFD8} & \cellcolor[HTML]{5DC0C0} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{C2E7B4} &  & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{90D4B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N1 & \cellcolor[HTML]{253494} & \cellcolor[HTML]{9ED9B8} & \cellcolor[HTML]{65C3BF} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{69C5BE} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{65C3BF} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{6BC6BE} \\
+N2 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N4 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N5 & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{2296C1} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{FDFED5} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{24409A} &  & \cellcolor[HTML]{2CA1C2} \\
+N6 & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{89D1BA} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{65C3BF} \\
+N7 & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{2195C0} &  & \cellcolor[HTML]{172976} \\
+N8 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{C6E9B4} &  & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N9 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N10 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{233390} &  & \cellcolor[HTML]{142670} \\
+N11 & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{E6F5B2} \\
+N12 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N14 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N15 & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{206EB0} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{3EB3C4} & \cellcolor[HTML]{ABDEB7} & \cellcolor[HTML]{90D4B9} & \cellcolor[HTML]{39ADC3} & \cellcolor[HTML]{A9DDB7} & \cellcolor[HTML]{2070B0} \\
+N16 & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{63C3BF} & \cellcolor[HTML]{1F2F87} & \cellcolor[HTML]{B0E0B6} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{2354A3} \\
+N17 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N18 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+N19 & \cellcolor[HTML]{299DC1} & \cellcolor[HTML]{37ACC3} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{216AAD} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{1D8DBE} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{31A5C2} \\
+N20 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{76CABC} &  & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{4AB9C3} \\
+\bottomrule
+\end{tabular}
+\end{document}

tail_breakdown/v2/tail_family_subitem_bars_appendix__v2.tex

@@ -0,0 +1,80 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{barreal}{HTML}{000000}
+\definecolor{bararf}{HTML}{777777}
+\definecolor{barbayesnet}{HTML}{CCBB44}
+\definecolor{barctgan}{HTML}{EE6677}
+\definecolor{barforestdiffusion}{HTML}{228833}
+\definecolor{barrealtabformer}{HTML}{332288}
+\definecolor{bartabbyflow}{HTML}{882255}
+\definecolor{bartabddpm}{HTML}{EE7733}
+\definecolor{bartabdiff}{HTML}{AA3377}
+\definecolor{bartabpfgen}{HTML}{009988}
+\definecolor{bartabsyn}{HTML}{66CCEE}
+\definecolor{bartvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=15.12cm,
+height=8.8cm,
+ymin=0.0, ymax=1.08,
+ylabel={Score},
+title={Tail family and subitem bars},
+ymajorgrids,
+grid style={draw=gray!22},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+xtick={0.0000,1.1000,2.2000,3.3000,4.4000,5.5000,6.6000,7.7000,8.8000,9.9000,11.0000,12.1000,14.5500,15.6500,16.7500,17.8500,18.9500,20.0500,21.1500,22.2500,23.3500,24.4500,25.5500,26.6500,29.1000,30.2000,31.3000,32.4000,33.5000,34.6000,35.7000,36.8000,37.9000,39.0000,40.1000,41.2000},
+xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=90, anchor=east, font=\scriptsize},
+enlarge x limits=0.01,
+clip=false,
+]
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(0.0000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(1.1000,0.115567)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.238885)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.076759)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.092980)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.137714)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.113040)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.066191)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.156472)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.100256)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.184151)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.020478)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(14.5500,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(15.6500,0.488678)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.382778)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.247544)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.247883)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.445260)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.280227)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.208560)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.295125)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.385648)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.269276)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.220807)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(29.1000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(30.2000,0.523610)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(31.3000,0.457337)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(32.4000,0.396251)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(33.5000,0.358988)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(34.6000,0.517818)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(35.7000,0.389591)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(36.8000,0.353538)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(37.9000,0.362670)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(39.0000,0.479762)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(40.1000,0.350701)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(41.2000,0.343399)};
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:13.8250,0) -- (axis cs:13.8250,1.08);
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:28.3750,0) -- (axis cs:28.3750,1.08);
+\node[anchor=south, font=\bfseries\small] at (axis cs:6.0500,1.035) {Tail set consistency};
+\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {Tail mass similarity};
+\node[anchor=south, font=\bfseries\small] at (axis cs:35.1500,1.035) {Tail concentration consistency};
+\end{axis}
+\end{tikzpicture}
+\end{document}

tail_breakdown/v2/tail_model_summary_generated__v2.tex

@@ -0,0 +1,17 @@
+\begin{tabular}{lrrrr}
+\toprule
+Model & Tail breakdown & Tail coverage core & Tail concentration & Coverage-Concentration gap \\
+\midrule
+ARF & 0.376 & 0.302 & 0.524 & -0.221 \\
+BayesNet & 0.360 & 0.311 & 0.457 & -0.147 \\
+CTGAN & 0.240 & 0.162 & 0.396 & -0.234 \\
+ForestDiffusion & 0.233 & 0.170 & 0.359 & -0.189 \\
+RealTabFormer & 0.367 & 0.291 & 0.518 & -0.226 \\
+TabbyFlow & 0.261 & 0.197 & 0.390 & -0.193 \\
+TabDDPM & 0.209 & 0.137 & 0.354 & -0.216 \\
+TabDiff & 0.271 & 0.226 & 0.363 & -0.137 \\
+TabPFGen & 0.322 & 0.243 & 0.480 & -0.237 \\
+TabSyn & 0.268 & 0.227 & 0.351 & -0.124 \\
+TVAE & 0.195 & 0.121 & 0.343 & -0.223 \\
+\bottomrule
+\end{tabular}

tail_breakdown/v2/tail_prefix_bars_appendix__v2.tex

@@ -0,0 +1,72 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{groupplot}[
+group style={group size=3 by 1, horizontal sep=1.15cm},
+width=5.0cm,
+height=7.0cm,
+ymin=0.0, ymax=1.0,
+ymajorgrids,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+symbolic x coords={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+xtick=data,
+x tick label style={rotate=45, anchor=east, font=\scriptsize},
+tick style={draw=black!70},
+axis line style={draw=black!70},
+]
+\nextgroupplot[title={Categorical}, ylabel={Tail concentration consistency}]
+\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.4854) };
+\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.4090) };
+\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.3863) };
+\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.2104) };
+\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.4726) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.2255) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.4160) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.1750) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.3836) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.2433) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.3388) };
+\nextgroupplot[title={Mixed}, ylabel={}]
+\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.6805) };
+\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.6363) };
+\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.5345) };
+\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.5372) };
+\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.7119) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.5130) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.2911) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.6132) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.6264) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.4463) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.3759) };
+\nextgroupplot[title={Numerical}, ylabel={}]
+\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.4834) };
+\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.4162) };
+\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.3371) };
+\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.4185) };
+\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.4660) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.4946) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.3379) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.4104) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.4926) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.4286) };
+\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.3317) };
+\end{groupplot}
+\end{tikzpicture}
+\end{document}

tail_breakdown/v2/tail_tradeoff_scatter_main__v2.tex

@@ -0,0 +1,89 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{13.2cm}
+{\small Main paper-facing view.\par}
+{\small X-axis is tail coverage core = mean(tail set consistency, tail mass similarity).\par}
+{\small Y-axis is tail concentration consistency.\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=12.7cm,
+height=9.3cm,
+xmin=0.0406, xmax=0.3908,
+ymin=0.2634, ymax=0.6036,
+xlabel={Tail coverage core score},
+ylabel={Tail concentration consistency},
+title={Tail coverage core vs tail concentration},
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.02)}, anchor=south west},
+legend columns=3,
+]
+\addplot[black!45, dashed, domain=0:1, samples=2] {x};
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelarf, fill=modelarf,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3021,0.5236) +- (0.0712,0.1153) };
+\addlegendentry{ARF}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3108,0.4573) +- (0.0938,0.1095) };
+\addlegendentry{BayesNet}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1622,0.3963) +- (0.0553,0.1026) };
+\addlegendentry{CTGAN}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelforestdiffusion, fill=modelforestdiffusion,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1704,0.3590) +- (0.0716,0.1105) };
+\addlegendentry{ForestDiffusion}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelrealtabformer, fill=modelrealtabformer,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2915,0.5178) +- (0.0832,0.1140) };
+\addlegendentry{RealTabFormer}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1966,0.3896) +- (0.0723,0.1168) };
+\addlegendentry{TabbyFlow}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1374,0.3535) +- (0.0753,0.1226) };
+\addlegendentry{TabDDPM}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2258,0.3627) +- (0.0891,0.1285) };
+\addlegendentry{TabDiff}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2430,0.4798) +- (0.0739,0.1149) };
+\addlegendentry{TabPFGen}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.2267,0.3507) +- (0.0931,0.1331) };
+\addlegendentry{TabSyn}
+\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.1206,0.3434) +- (0.0445,0.0895) };
+\addlegendentry{TVAE}
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}