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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

30381Notes
13Conferences
58Areas
NEW

🧠 NeurIPS2026

4078 notes · 54 areas
LLM
LLM Reasoning 111 LLM Agent 270 Alignment & RLHF 44 Safety 208 Hallucination Detection 19 LLM Evaluation 83 LLM Efficiency 79 Pretraining 52 Knowledge Editing 8 Information Retrieval & RAG 18 Code Intelligence 44 LLM (Other) 98
Generation & Multimodal
Image Generation 206 Video Generation 90 Multimodal VLM 175 VLM Reasoning 81 VLM Efficiency 11 Audio & Speech 54 AIGC Detection 14
Visual Perception
3D Vision 10 3D Reconstruction & Rendering 58 3D Generation & Editing 18 3D Representation & Scene Understanding 27 Depth, Normals & Stereo 7 Geometric Matching & Localization 6 Object Detection 17 Segmentation 25 Image Restoration 29 Remote Sensing 10 Anomaly Detection 6 Human Understanding 31 Video Understanding 40
Decision & Embodied
Autonomous Driving 52 Robotics & Embodied AI 132 Reinforcement Learning 237 Recommender Systems 24
Foundations & Theory
Self-Supervised Learning 64 Optimization & Theory 313 Learning Theory 202 Causal Inference 41 Interpretability 106 Model Compression 205 Graph Learning 44 Federated Learning 9 Time Series 95
Science & Cross-Disciplinary
Medical Imaging 77 Medical LLM 16 Computational Biology 66 Physics & Scientific Computing 61 Scientific Computing 7 Earth Science 2 Signal & Communications 2 Social Computing 11
Others
Others 363
NEW

🎞️ ECCV2026

2837 notes · 47 areas
LLM
LLM Agent 36 Alignment & RLHF 6 Safety 69 Hallucination Detection 20 LLM Evaluation 3 Pretraining 15 Information Retrieval & RAG 8 Code Intelligence 2 LLM (Other) 13
Generation & Multimodal
Image Generation 335 Video Generation 176 Multimodal VLM 227 VLM Reasoning 164 VLM Efficiency 57 Audio & Speech 24 AIGC Detection 8
Visual Perception
3D Reconstruction & Rendering 168 3D Generation & Editing 50 3D Representation & Scene Understanding 57 Depth, Normals & Stereo 39 Geometric Matching & Localization 77 Object Detection 78 Segmentation 96 Image Restoration 78 Remote Sensing 41 Anomaly Detection 8 Human Understanding 171 Video Understanding 111
Decision & Embodied
Autonomous Driving 161 Robotics & Embodied AI 135 Reinforcement Learning 12
Foundations & Theory
Self-Supervised Learning 25 Optimization & Theory 16 Learning Theory 1 Causal Inference 3 Interpretability 32 Model Compression 94 Graph Learning 1 Federated Learning 2 Time Series 5
Science & Cross-Disciplinary
Medical Imaging 112 Computational Biology 7 Physics & Scientific Computing 9 Earth Science 4 Signal & Communications 10 Social Computing 7
Others
Others 64

📷 CVPR2026

4065 notes · 48 areas
LLM
LLM Reasoning 16 LLM Agent 45 Alignment & RLHF 12 Safety 162 Hallucination Detection 33 LLM Efficiency 8 Pretraining 6 Knowledge Editing 2 LLM (Other) 3
Generation & Multimodal
Image Generation 495 Video Generation 188 Multimodal VLM 428 VLM Reasoning 150 VLM Efficiency 63 Audio & Speech 23 AIGC Detection 10
Visual Perception
3D Reconstruction & Rendering 221 3D Generation & Editing 93 3D Representation & Scene Understanding 100 Depth, Normals & Stereo 43 Geometric Matching & Localization 100 Object Detection 99 Segmentation 125 Image Restoration 140 Remote Sensing 63 Anomaly Detection 7 Human Understanding 218 Video Understanding 190
Decision & Embodied
Autonomous Driving 176 Robotics & Embodied AI 163 Reinforcement Learning 25
Foundations & Theory
Self-Supervised Learning 98 Optimization & Theory 23 Causal Inference 4 Interpretability 34 Model Compression 111 Graph Learning 8 Federated Learning 19 Time Series 7
Science & Cross-Disciplinary
Medical Imaging 182 Medical LLM 1 Computational Biology 21 Physics & Scientific Computing 10 Scientific Computing 3 Earth Science 2 Signal & Communications 7 Social Computing 3
Others
Others 125

🔬 ICLR2026

5319 notes · 55 areas
LLM
LLM Reasoning 241 LLM Agent 209 Alignment & RLHF 102 Safety 329 Hallucination Detection 40 LLM Evaluation 131 LLM Efficiency 171 Pretraining 79 Knowledge Editing 15 LLM (Other) 55
LLM Applications
NLP Understanding 2 Text Generation 12 Dialogue Systems 10 Multilingual & Translation 8 Information Retrieval & RAG 81 Code Intelligence 59
Generation & Multimodal
Image Generation 355 Video Generation 99 Multimodal VLM 214 VLM Reasoning 112 VLM Efficiency 18 Audio & Speech 80 AIGC Detection 30
Visual Perception
3D Reconstruction & Rendering 77 3D Generation & Editing 23 3D Representation & Scene Understanding 21 Depth, Normals & Stereo 10 Geometric Matching & Localization 12 Object Detection 30 Segmentation 31 Image Restoration 62 Remote Sensing 11 Anomaly Detection 10 Human Understanding 55 Video Understanding 48
Decision & Embodied
Autonomous Driving 54 Robotics & Embodied AI 166 Reinforcement Learning 400 Recommender Systems 24
Foundations & Theory
Self-Supervised Learning 82 Optimization & Theory 225 Learning Theory 293 Causal Inference 64 Interpretability 197 Model Compression 243 Graph Learning 118 Time Series 121
Science & Cross-Disciplinary
Medical Imaging 87 Medical LLM 20 Computational Biology 155 Physics & Scientific Computing 76 Earth Science 7 Signal & Communications 7 Social Computing 17
Others
Others 121

💬 ACL2026

1409 notes · 36 areas
LLM
LLM Reasoning 82 LLM Agent 121 Alignment & RLHF 38 Safety 120 Hallucination Detection 28 LLM Evaluation 96 LLM Efficiency 23 Pretraining 12 Knowledge Editing 10 LLM (Other) 61
LLM Applications
NLP Understanding 34 Text Generation 17 Dialogue Systems 26 Multilingual & Translation 63 Information Retrieval & RAG 73 Code Intelligence 49
Generation & Multimodal
Image Generation 5 Video Generation 4 Multimodal VLM 82 VLM Reasoning 32 VLM Efficiency 6 Audio & Speech 70 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 44
Others
Others 3

🧪 ICML2026

1846 notes · 53 areas
LLM
LLM Reasoning 78 LLM Agent 83 Alignment & RLHF 37 Safety 114 Hallucination Detection 21 LLM Evaluation 40 LLM Efficiency 48 Pretraining 27 Knowledge Editing 8 LLM (Other) 39
LLM 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 91 VLM Reasoning 31 VLM Efficiency 4 Audio & Speech 36 AIGC Detection 11
Visual Perception
3D Reconstruction & Rendering 6 3D Generation & Editing 5 3D Representation & Scene Understanding 4 Geometric Matching & Localization 2 Object Detection 7 Segmentation 14 Image Restoration 21 Remote Sensing 3 Human Understanding 7 Video Understanding 17
Decision & Embodied
Autonomous Driving 8 Robotics & Embodied AI 54 Reinforcement Learning 110 Recommender Systems 11
Foundations & Theory
Self-Supervised Learning 28 Optimization & Theory 91 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 36 Earth Science 2 Signal & Communications 2 Social Computing 9
Others
Others 71

🤖 AAAI2026

1381 notes · 54 areas
LLM
LLM Reasoning 37 LLM Agent 59 Alignment & RLHF 17 Safety 88 Hallucination Detection 15 LLM Evaluation 16 LLM Efficiency 9 Pretraining 9 Knowledge Editing 4 LLM (Other) 30
LLM Applications
NLP Understanding 1 Text Generation 3 Dialogue Systems 5 Multilingual & Translation 9 Information Retrieval & RAG 21 Code Intelligence 10
Generation & Multimodal
Image Generation 80 Video Generation 11 Multimodal VLM 75 VLM Reasoning 10 VLM Efficiency 5 Audio & Speech 30 AIGC Detection 2
Visual Perception
3D Reconstruction & Rendering 20 3D Generation & Editing 8 3D Representation & Scene Understanding 16 Depth, Normals & Stereo 4 Geometric Matching & Localization 1 Object Detection 29 Segmentation 29 Image Restoration 12 Remote Sensing 7 Human Understanding 24 Video Understanding 27
Decision & Embodied
Autonomous Driving 63 Robotics & Embodied AI 34 Reinforcement Learning 58 Recommender Systems 27
Foundations & Theory
Self-Supervised Learning 16 Optimization & Theory 22 Learning Theory 3 Causal Inference 7 Interpretability 37 Model Compression 61 Graph Learning 37 Time Series 31
Science & Cross-Disciplinary
Medical Imaging 78 Medical LLM 12 Computational Biology 20 Physics & Scientific Computing 16 Earth Science 2 Signal & Communications 3 Social Computing 10
Others
Others 121

🧠 NeurIPS2025

2530 notes · 53 areas
LLM
LLM Reasoning 82 LLM Agent 56 Alignment & RLHF 36 Safety 156 Hallucination Detection 17 LLM Evaluation 38 LLM Efficiency 34 Pretraining 52 Knowledge Editing 6 LLM (Other) 54
LLM Applications
NLP Understanding 3 Dialogue Systems 8 Multilingual & Translation 11 Information Retrieval & RAG 25 Code Intelligence 19
Generation & Multimodal
Image Generation 222 Video Generation 23 Multimodal VLM 108 VLM Reasoning 30 VLM Efficiency 8 Audio & Speech 47 AIGC Detection 9
Visual Perception
3D Reconstruction & Rendering 40 3D Generation & Editing 12 3D Representation & Scene Understanding 13 Depth, Normals & Stereo 5 Geometric Matching & Localization 6 Object Detection 27 Segmentation 45 Image Restoration 29 Remote Sensing 12 Human Understanding 28 Video Understanding 41
Decision & Embodied
Autonomous Driving 47 Robotics & Embodied AI 80 Reinforcement Learning 143 Recommender Systems 24
Foundations & Theory
Self-Supervised Learning 37 Optimization & Theory 127 Learning Theory 25 Causal Inference 20 Interpretability 81 Model Compression 146 Graph Learning 54 Time Series 54
Science & Cross-Disciplinary
Medical Imaging 78 Medical LLM 17 Computational Biology 77 Physics & Scientific Computing 64 Earth Science 6 Signal & Communications 5 Social Computing 20
Others
Others 123

📹 ICCV2025

1315 notes · 47 areas
LLM
LLM Reasoning 3 LLM Agent 4 Alignment & RLHF 2 Safety 35 Hallucination Detection 5 LLM Evaluation 27 LLM Efficiency 1 Pretraining 9 LLM (Other) 6
LLM Applications
NLP Understanding 1 Text Generation 1 Multilingual & Translation 1 Information Retrieval & RAG 5 Code Intelligence 1
Generation & Multimodal
Image Generation 219 Video Generation 51 Multimodal VLM 122 VLM Reasoning 15 VLM Efficiency 11 Audio & Speech 11
Visual Perception
3D Reconstruction & Rendering 65 3D Generation & Editing 39 3D Representation & Scene Understanding 38 Depth, Normals & Stereo 15 Geometric Matching & Localization 28 Object Detection 29 Segmentation 75 Image Restoration 31 Remote Sensing 11 Human Understanding 74 Video Understanding 59
Decision & Embodied
Autonomous Driving 96 Robotics & Embodied AI 34 Reinforcement Learning 7
Foundations & Theory
Self-Supervised Learning 20 Optimization & Theory 7 Causal Inference 2 Interpretability 11 Model Compression 52 Graph Learning 1 Time Series 4
Science & Cross-Disciplinary
Medical Imaging 33 Computational Biology 4 Physics & Scientific Computing 2 Signal & Communications 3 Social Computing 4
Others
Others 41

🧪 ICML2025

1060 notes · 51 areas
LLM
LLM Reasoning 19 LLM Agent 18 Alignment & RLHF 16 Safety 78 Hallucination Detection 3 LLM Evaluation 22 LLM Efficiency 12 Pretraining 32 Knowledge Editing 2 LLM (Other) 28
LLM Applications
NLP Understanding 1 Text Generation 1 Dialogue Systems 2 Multilingual & Translation 1 Information Retrieval & RAG 6 Code Intelligence 9
Generation & Multimodal
Image Generation 94 Video Generation 7 Multimodal VLM 42 VLM Reasoning 5 VLM Efficiency 3 Audio & Speech 15
Visual Perception
3D Reconstruction & Rendering 2 3D Generation & Editing 1 3D Representation & Scene Understanding 5 Geometric Matching & Localization 2 Object Detection 12 Segmentation 18 Image Restoration 5 Remote Sensing 7 Human Understanding 4 Video Understanding 4
Decision & Embodied
Autonomous Driving 10 Robotics & Embodied AI 21 Reinforcement Learning 70 Recommender Systems 17
Foundations & Theory
Self-Supervised Learning 22 Optimization & Theory 61 Learning Theory 16 Causal Inference 17 Interpretability 31 Model Compression 74 Graph Learning 31 Time Series 21
Science & Cross-Disciplinary
Medical Imaging 21 Medical LLM 4 Computational Biology 48 Physics & Scientific Computing 20 Signal & Communications 3 Social Computing 6
Others
Others 91

💬 ACL2025

1853 notes · 44 areas
LLM
LLM Reasoning 54 LLM Agent 63 Alignment & RLHF 82 Safety 69 Hallucination Detection 27 LLM Evaluation 89 LLM Efficiency 42 Pretraining 40 Knowledge Editing 19 LLM (Other) 442
LLM Applications
NLP Understanding 30 Text Generation 27 Dialogue Systems 18 Multilingual & Translation 86 Information Retrieval & RAG 84 Code Intelligence 28
Generation & Multimodal
Image Generation 9 Video Generation 2 Multimodal VLM 111 VLM Reasoning 18 VLM Efficiency 8 Audio & Speech 47 AIGC Detection 15
Visual Perception
Object Detection 2 Segmentation 4 Image Restoration 3 Human Understanding 2 Video Understanding 8
Decision & Embodied
Autonomous Driving 1 Robotics & Embodied AI 7 Reinforcement Learning 8 Recommender Systems 7
Foundations & Theory
Self-Supervised Learning 7 Optimization & Theory 3 Causal Inference 10 Interpretability 22 Model Compression 78 Graph Learning 24 Time Series 7
Science & Cross-Disciplinary
Medical LLM 31 Computational Biology 6 Signal & Communications 1 Social Computing 28
Others
Others 184

📷 CVPR2025

1819 notes · 49 areas
LLM
LLM Reasoning 7 LLM Agent 12 Alignment & RLHF 5 Safety 46 Hallucination Detection 9 LLM Evaluation 4 LLM Efficiency 5 Pretraining 15 Knowledge Editing 1 LLM (Other) 15
LLM Applications
Text Generation 2 Multilingual & Translation 1 Information Retrieval & RAG 12
Generation & Multimodal
Image Generation 313 Video Generation 89 Multimodal VLM 137 VLM Reasoning 14 VLM Efficiency 3 Audio & Speech 21 AIGC Detection 3
Visual Perception
3D Reconstruction & Rendering 121 3D Generation & Editing 41 3D Representation & Scene Understanding 47 Depth, Normals & Stereo 23 Geometric Matching & Localization 38 Object Detection 38 Segmentation 96 Image Restoration 43 Remote Sensing 11 Human Understanding 109 Video Understanding 70
Decision & Embodied
Autonomous Driving 93 Robotics & Embodied AI 44 Reinforcement Learning 4 Recommender Systems 1
Foundations & Theory
Self-Supervised Learning 30 Optimization & Theory 12 Causal Inference 4 Interpretability 22 Model Compression 71 Graph Learning 7 Time Series 5
Science & Cross-Disciplinary
Medical Imaging 82 Computational Biology 7 Physics & Scientific Computing 8 Earth Science 1 Signal & Communications 5 Social Computing 6
Others
Others 66

🎞️ ECCV2024

869 notes · 46 areas
LLM
LLM Reasoning 1 LLM Agent 3 Safety 19 Hallucination Detection 2 LLM Evaluation 19 Pretraining 8 LLM (Other) 11
LLM Applications
NLP Understanding 1 Dialogue Systems 1 Information Retrieval & RAG 3 Code Intelligence 1
Generation & Multimodal
Image Generation 119 Video Generation 15 Multimodal VLM 46 VLM Reasoning 1 VLM Efficiency 4 Audio & Speech 8
Visual Perception
3D Reconstruction & Rendering 61 3D Generation & Editing 26 3D Representation & Scene Understanding 20 Depth, Normals & Stereo 11 Geometric Matching & Localization 18 Object Detection 31 Segmentation 54 Image Restoration 33 Remote Sensing 6 Human Understanding 70 Video Understanding 51
Decision & Embodied
Autonomous Driving 61 Robotics & Embodied AI 14 Reinforcement Learning 3 Recommender Systems 1
Foundations & Theory
Self-Supervised Learning 19 Optimization & Theory 2 Causal Inference 4 Interpretability 6 Model Compression 24 Graph Learning 4 Time Series 3
Science & Cross-Disciplinary
Medical Imaging 28 Computational Biology 1 Physics & Scientific Computing 1 Earth Science 1 Signal & Communications 6 Social Computing 2
Others
Others 46