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📚 AI Conference Paper Notes

AI / LLM / NLP / CV top-venue paper notes — 5-minute reads of core ideas.
Covers ACL · CVPR · ICLR · AAAI · NeurIPS · ICCV · ICML · ECCV
Continuously updated

17477Notes
7Conferences
55Areas

📷 CVPR2026

3703 notes · 49 areas
LLM
LLM Reasoning 16 LLM Agent 39 Multi-Agent 2 Alignment & RLHF 12 LLM Safety 11 Hallucination Detection 32 LLM Efficiency 8 Pretraining 5 Knowledge Editing 2 LLM (Other) 2
NLP Applications
Dialogue Systems 1 Information Retrieval & RAG 9 Code Intelligence 1
Generation & Multimodal
Image Generation 434 Video Generation 152 Multimodal VLM 388 VLM Reasoning 144 VLM Efficiency 62 Audio & Speech 22 AIGC Detection 7
Visual Perception
3D Vision 646 Object Detection 97 Segmentation 117 Image Restoration 107 Remote Sensing 57 Anomaly Detection 7 Human Understanding 138 Video Understanding 178
Decision & Embodied
Autonomous Driving 140 Robotics & Embodied AI 130 Reinforcement Learning 23
Foundations & Theory
Self-Supervised Learning 89 Optimization & Theory 22 Causal Inference 4 Interpretability 33 Model Compression 98 Graph Learning 8 Federated Learning 18 Time Series 7
Science & Cross-Disciplinary
Medical Imaging 163 Medical LLM 1 Computational Biology 19 Physics & Scientific Computing 2 Scientific Computing 3 Earth Science 1 Signal & Communications 2 Social Computing 3 AI Safety 143
Others
Others 98

🔬 ICLR2026

5337 notes · 53 areas
LLM
LLM Reasoning 241 LLM Agent 162 Multi-Agent 47 Alignment & RLHF 102 LLM Safety 185 Hallucination Detection 40 LLM Evaluation 131 LLM Efficiency 171 Pretraining 79 Knowledge Editing 15 LLM (Other) 56
NLP Applications
NLP Understanding 2 Text Generation 12 Dialogue Systems 10 Multilingual & Translation 8 Information Retrieval & RAG 81 Code Intelligence 59
Generation & Multimodal
Image Generation 357 Video Generation 98 Multimodal VLM 211 VLM Reasoning 111 VLM Efficiency 18 Audio & Speech 80 AIGC Detection 30
Visual Perception
3D Vision 201 Object Detection 31 Segmentation 32 Image Restoration 61 Remote Sensing 11 Anomaly Detection 10 Human Understanding 45 Video Understanding 47
Decision & Embodied
Autonomous Driving 50 Robotics & Embodied AI 162 Reinforcement Learning 400 Recommender Systems 24
Foundations & Theory
Self-Supervised Learning 81 Optimization & Theory 222 Learning Theory 293 Causal Inference 64 Interpretability 196 Model Compression 241 Graph Learning 118 Time Series 121
Science & Cross-Disciplinary
Medical Imaging 88 Medical LLM 20 Computational Biology 156 Physics & Scientific Computing 69 Earth Science 7 Signal & Communications 8 Social Computing 17 AI Safety 140
Others
Others 116

💬 ACL2026

1419 notes · 38 areas
LLM
LLM Reasoning 82 LLM Agent 82 Multi-Agent 40 Alignment & RLHF 38 LLM Safety 115 Hallucination Detection 28 LLM Evaluation 97 LLM Efficiency 23 Pretraining 12 Knowledge Editing 10 LLM (Other) 62
NLP Applications
NLP Understanding 34 Text Generation 17 Dialogue Systems 26 Multilingual & Translation 64 Information Retrieval & RAG 73 Code Intelligence 50
Generation & Multimodal
Image Generation 5 Video Generation 4 Multimodal VLM 83 VLM Reasoning 32 VLM Efficiency 6 Audio & Speech 72 AIGC Detection 17
Decision & Embodied
Robotics & Embodied AI 11 Reinforcement Learning 46 Recommender Systems 22
Foundations & Theory
Self-Supervised Learning 1 Causal Inference 7 Interpretability 63 Model Compression 59 Graph Learning 24 Time Series 8
Science & Cross-Disciplinary
Medical LLM 47 Computational Biology 5 Social Computing 45 AI Safety 5
Others
Others 4

🧪 ICML2026

1846 notes · 51 areas
LLM
LLM Reasoning 78 LLM Agent 59 Multi-Agent 24 Alignment & RLHF 37 Hallucination Detection 21 LLM Evaluation 40 LLM Efficiency 48 Pretraining 27 Knowledge Editing 8 LLM (Other) 39
NLP Applications
NLP Understanding 2 Text Generation 2 Dialogue Systems 5 Multilingual & Translation 3 Information Retrieval & RAG 26 Code Intelligence 22
Generation & Multimodal
Image Generation 141 Video Generation 32 Multimodal VLM 89 VLM Reasoning 31 VLM Efficiency 4 Audio & Speech 36 AIGC Detection 11
Visual Perception
3D Vision 30 Object Detection 6 Segmentation 14 Image Restoration 21 Remote Sensing 3 Human Understanding 5 Video Understanding 17
Decision & Embodied
Autonomous Driving 8 Robotics & Embodied AI 53 Reinforcement Learning 110 Recommender Systems 11
Foundations & Theory
Self-Supervised Learning 28 Optimization & Theory 88 Learning Theory 45 Causal Inference 19 Interpretability 92 Model Compression 117 Graph Learning 35 Time Series 45
Science & Cross-Disciplinary
Medical Imaging 28 Medical LLM 4 Computational Biology 52 Physics & Scientific Computing 33 Earth Science 2 Signal & Communications 2 Social Computing 9 AI Safety 114
Others
Others 70

🤖 AAAI2026

1381 notes · 52 areas
LLM
LLM Reasoning 37 LLM Agent 33 Multi-Agent 26 Alignment & RLHF 17 LLM Safety 41 Hallucination Detection 15 LLM Evaluation 16 LLM Efficiency 9 Pretraining 9 Knowledge Editing 4 LLM (Other) 29
NLP Applications
NLP Understanding 1 Text Generation 3 Dialogue Systems 5 Multilingual & Translation 9 Information Retrieval & RAG 21 Code Intelligence 10
Generation & Multimodal
Image Generation 79 Video Generation 11 Multimodal VLM 75 VLM Reasoning 10 VLM Efficiency 5 Audio & Speech 31 AIGC Detection 2
Visual Perception
3D Vision 79 Object Detection 29 Segmentation 29 Image Restoration 10 Remote Sensing 7 Human Understanding 20 Video Understanding 27
Decision & Embodied
Autonomous Driving 56 Robotics & Embodied AI 30 Reinforcement Learning 58 Recommender Systems 27
Foundations & Theory
Self-Supervised Learning 16 Optimization & Theory 21 Learning Theory 3 Causal Inference 7 Interpretability 37 Model Compression 60 Graph Learning 37 Time Series 31
Science & Cross-Disciplinary
Medical Imaging 75 Medical LLM 12 Computational Biology 20 Physics & Scientific Computing 15 Earth Science 2 Signal & Communications 3 Social Computing 10 AI Safety 45
Others
Others 117

🧠 NeurIPS2025

2492 notes · 51 areas
LLM
LLM Reasoning 81 LLM Agent 39 Multi-Agent 17 Alignment & RLHF 36 LLM Safety 80 Hallucination Detection 17 LLM Evaluation 37 LLM Efficiency 34 Pretraining 51 Knowledge Editing 6 LLM (Other) 53
NLP Applications
NLP Understanding 3 Dialogue Systems 8 Multilingual & Translation 11 Information Retrieval & RAG 24 Code Intelligence 19
Generation & Multimodal
Image Generation 218 Video Generation 23 Multimodal VLM 105 VLM Reasoning 30 VLM Efficiency 8 Audio & Speech 47 AIGC Detection 9
Visual Perception
3D Vision 116 Object Detection 27 Segmentation 45 Image Restoration 26 Remote Sensing 12 Human Understanding 21 Video Understanding 39
Decision & Embodied
Autonomous Driving 47 Robotics & Embodied AI 73 Reinforcement Learning 140 Recommender Systems 24
Foundations & Theory
Self-Supervised Learning 33 Optimization & Theory 121 Learning Theory 25 Causal Inference 19 Interpretability 76 Model Compression 140 Graph Learning 54 Time Series 54
Science & Cross-Disciplinary
Medical Imaging 74 Medical LLM 16 Computational Biology 75 Physics & Scientific Computing 57 Earth Science 6 Signal & Communications 5 Social Computing 20 AI Safety 73
Others
Others 118

📹 ICCV2025

1299 notes · 44 areas
LLM
LLM Reasoning 3 LLM Agent 4 Alignment & RLHF 2 LLM Safety 10 Hallucination Detection 4 LLM Evaluation 27 LLM Efficiency 1 Pretraining 9 LLM (Other) 6
NLP Applications
NLP Understanding 1 Text Generation 1 Multilingual & Translation 1 Information Retrieval & RAG 5 Code Intelligence 1
Generation & Multimodal
Image Generation 213 Video Generation 49 Multimodal VLM 106 VLM Reasoning 13 VLM Efficiency 11 Audio & Speech 11
Visual Perception
3D Vision 267 Object Detection 28 Segmentation 73 Image Restoration 31 Remote Sensing 11 Human Understanding 41 Video Understanding 56
Decision & Embodied
Autonomous Driving 91 Robotics & Embodied AI 26 Reinforcement Learning 7
Foundations & Theory
Self-Supervised Learning 13 Optimization & Theory 7 Causal Inference 2 Interpretability 10 Model Compression 52 Graph Learning 1 Time Series 4
Science & Cross-Disciplinary
Medical Imaging 31 Computational Biology 4 Physics & Scientific Computing 2 Signal & Communications 3 Social Computing 4 AI Safety 24
Others
Others 33