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Co-authored-by: Phu Nguyen <anphunl@users.noreply.huggingface.co>

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README.md ADDED
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+ ---
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+ license: cc-by-nc-4.0
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+ tags:
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+ - super-resolution
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+ - image-super-resolution
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+ - flux
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+ - lora
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+ - dpo
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+ - diffusion
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+ library_name: diffusers
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+ pipeline_tag: image-to-image
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+ ---
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+
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+ # ASASR — Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super-Resolution
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+
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+ Pretrained weights for the ICML 2026 paper
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+ **[Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super-Resolution](https://arxiv.org/abs/2605.23264)**
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+ (Hongbo Wang, Huaibo Huang, Pin Wang, Jinhua Hao, Chao Zhou, Ran He).
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+
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+ ➡️ **Code & full instructions: https://github.com/wafer-bob/ASASR**
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+
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+ ASASR performs ×4 image super-resolution with a **FLUX.1-dev** backbone and dual-LoRA
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+ inference: a base **SR LoRA** (upscaling prior, OminiControl) plus our **DPO LoRA** trained
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+ with a Sobolev frequency-weighted, adversarially-guided DPO objective (AS-DPO).
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+
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+ ## Files
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+
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+ | File | Size | Use |
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+ |---|---|---|
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+ | `sr_lora/pytorch_lora_weights_v2.safetensors` | ~885 MB | base SR LoRA — **inference** |
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+ | `dpo_lora/adapter_model.safetensors` | ~111 MB | ASASR AS-DPO LoRA — **inference** |
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+ | `adv_lora/adapter_model.safetensors` | ~111 MB | rank-16 AMG adversary — **training only** |
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+
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+ ## Download
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+
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+ ```bash
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+ huggingface-cli download wafer-bob/ASASR --local-dir ./checkpoints
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+ ```
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+
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+ Then follow the [GitHub README](https://github.com/wafer-bob/ASASR) for inference
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+ (`bash scripts/infer.sh`) and training.
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+
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+ ## License
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+
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+ This project is released under [CC-BY-NC-4.0](https://creativecommons.org/licenses/by-nc/4.0/) for **non-commercial research use only**.
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+
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+ Copyright (c) 2026 The Authors and Kuaishou Technology.
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @inproceedings{wang2026asasr,
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+ title = {Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super-Resolution},
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+ author = {Wang, Hongbo and Huang, Huaibo and Wang, Pin and Hao, Jinhua and Zhou, Chao and He, Ran},
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+ booktitle = {International Conference on Machine Learning (ICML)},
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+ year = {2026}
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+ }
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+ ```
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