source_method_id stringlengths 2 23 | source_method_name stringlengths 2 28 | source_method_level stringclasses 3
values | relation stringclasses 5
values | target_method_id stringlengths 3 22 | target_method_name stringlengths 3 31 | target_method_level stringclasses 4
values | evidence_paper_id stringclasses 0
values | evidence_paper_title stringclasses 1
value | confidence float64 0.8 0.8 | source stringclasses 2
values | created_at stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|---|
vit | Vision Transformer | algorithm | specializes | transformer | Transformer | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
vit | Vision Transformer | algorithm | inspired_by | cnn | Convolutional Neural Network | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
swin | Swin Transformer | algorithm | variant_of | vit | Vision Transformer | algorithm | null | 0.8 | seed | 2026-04-30 05:38:27 | |
deit | DeiT | algorithm | variant_of | vit | Vision Transformer | algorithm | null | 0.8 | seed | 2026-04-30 05:38:27 | |
detr | DETR | algorithm | specializes | transformer | Transformer | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
clip | CLIP | algorithm | combines | transformer | Transformer | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
bert | BERT | algorithm | specializes | transformer | Transformer | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
gpt | GPT | algorithm | specializes | transformer | Transformer | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
t5 | T5 | algorithm | specializes | transformer | Transformer | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
llama | LLaMA | algorithm | variant_of | gpt | GPT | algorithm | null | 0.8 | seed | 2026-04-30 05:38:27 | |
lora | LoRA | technique | variant_of | peft | Parameter-Efficient Fine-Tuning | algorithm | null | 0.8 | seed | 2026-04-30 05:38:27 | |
qlora | QLoRA | technique | variant_of | lora | LoRA | technique | null | 0.8 | seed | 2026-04-30 05:38:27 | |
qlora | QLoRA | technique | combines | quantization | Quantization | technique | null | 0.8 | seed | 2026-04-30 05:38:27 | |
adapter | Adapter | technique | variant_of | peft | Parameter-Efficient Fine-Tuning | algorithm | null | 0.8 | seed | 2026-04-30 05:38:27 | |
prefix_tuning | Prefix Tuning | technique | variant_of | peft | Parameter-Efficient Fine-Tuning | algorithm | null | 0.8 | seed | 2026-04-30 05:38:27 | |
prompt_tuning | Prompt Tuning | technique | variant_of | peft | Parameter-Efficient Fine-Tuning | algorithm | null | 0.8 | seed | 2026-04-30 05:38:27 | |
resnet | ResNet | algorithm | variant_of | cnn | Convolutional Neural Network | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
unet | U-Net | algorithm | specializes | cnn | Convolutional Neural Network | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
yolo | YOLO | algorithm | specializes | cnn | Convolutional Neural Network | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
lstm | LSTM | algorithm | variant_of | rnn | Recurrent Neural Network | framework | null | 0.8 | seed | 2026-04-30 05:38:27 | |
gru | GRU | algorithm | variant_of | rnn | Recurrent Neural Network | framework | null | 0.8 | seed | 2026-04-30 05:38:28 | |
stable_diffusion | Stable Diffusion | algorithm | combines | vae | Variational Autoencoder | framework | null | 0.8 | seed | 2026-04-30 05:38:28 | |
dpo | DPO | technique | variant_of | rlhf | RLHF | algorithm | null | 0.8 | seed | 2026-04-30 05:38:28 | |
ppo | PPO | algorithm | variant_of | reinforcement_learning | Reinforcement Learning | paradigm | null | 0.8 | seed | 2026-04-30 05:38:28 | |
dense_retrieval | Dense Retrieval | technique | component_of | rag | Retrieval-Augmented Generation | algorithm | null | 0.8 | seed | 2026-04-30 05:38:28 | |
react | ReAct | technique | inspired_by | reinforcement_learning | Reinforcement Learning | paradigm | null | 0.8 | seed | 2026-04-30 05:38:28 | |
cnn | Convolutional Neural Network | framework | variant_of | deep_learning | Deep Learning | paradigm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
rnn | Recurrent Neural Network | framework | variant_of | deep_learning | Deep Learning | paradigm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
self_attention | Self-Attention | algorithm | variant_of | attention | Attention Mechanism | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
multi_head_attention | Multi-Head Attention | algorithm | variant_of | self_attention | Self-Attention | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
cross_attention | Cross-Attention | algorithm | variant_of | attention | Attention Mechanism | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
flash_attention | Flash Attention | technique | variant_of | multi_head_attention | Multi-Head Attention | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
grouped_query_attention | Grouped Query Attention | technique | variant_of | multi_head_attention | Multi-Head Attention | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
multi_query_attention | Multi-Query Attention | technique | variant_of | multi_head_attention | Multi-Head Attention | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
linear_attention | Linear Attention | technique | variant_of | attention | Attention Mechanism | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
sparse_attention | Sparse Attention | technique | variant_of | attention | Attention Mechanism | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
gpt | GPT | algorithm | variant_of | transformer | Transformer | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
bert | BERT | algorithm | variant_of | transformer | Transformer | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
t5 | T5 | algorithm | variant_of | transformer | Transformer | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
llama | LLaMA | algorithm | variant_of | transformer | Transformer | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
mistral | Mistral | algorithm | variant_of | transformer | Transformer | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
mamba | Mamba | algorithm | variant_of | ssm | State Space Model | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
vgg | VGG | algorithm | variant_of | cnn | Convolutional Neural Network | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
alexnet | AlexNet | algorithm | variant_of | cnn | Convolutional Neural Network | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
inception | Inception | algorithm | variant_of | cnn | Convolutional Neural Network | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
efficientnet | EfficientNet | algorithm | variant_of | cnn | Convolutional Neural Network | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
vit | Vision Transformer | algorithm | variant_of | transformer | Transformer | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
yolo | YOLO | algorithm | variant_of | cnn | Convolutional Neural Network | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
faster_rcnn | Faster R-CNN | algorithm | variant_of | cnn | Convolutional Neural Network | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
unet | U-Net | algorithm | variant_of | cnn | Convolutional Neural Network | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
detr | DETR | algorithm | variant_of | transformer | Transformer | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
roberta | RoBERTa | algorithm | variant_of | bert | BERT | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
albert | ALBERT | algorithm | variant_of | bert | BERT | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
distilbert | DistilBERT | algorithm | variant_of | bert | BERT | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
xlnet | XLNet | algorithm | variant_of | transformer | Transformer | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
seq2seq | Seq2Seq | algorithm | variant_of | rnn | Recurrent Neural Network | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
rmsnorm | RMSNorm | technique | variant_of | layer_norm | Layer Normalization | technique | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
positional_encoding | Positional Encoding | technique | variant_of | transformer | Transformer | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
stable_diffusion | Stable Diffusion | algorithm | variant_of | diffusion_model | Diffusion Model | framework | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 | |
dense_retrieval | Dense Retrieval | technique | variant_of | rag | Retrieval-Augmented Generation | algorithm | null | 0.8 | legacy_parent | 2026-04-30 05:38:28 |
README.md exists but content is empty.
- Downloads last month
- 11