📚 AI Conference Paper Notes

AI / LLM / NLP / CV top-venue paper notes — 5-minute reads of core ideas.
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9475Notes

6Conferences

45Areas

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💬 ACL2026

681 notes · 39 areas

LLM

LLM Evaluation 45 LLM Reasoning 45 LLM Agent 44 LLM / NLP 38 LLM Safety 24 Alignment & RLHF 13 LLM Efficiency 8 Pretraining 5 Knowledge Editing 4

Generation & Multimodal

Multimodal VLM 52 Audio & Speech 30 Image Generation 11 AIGC Detection 9 Video Generation 3

NLP Applications

Information Retrieval & RAG 44 Multilingual & Translation 24 Code Intelligence 20 Dialogue Systems 10

Visual Perception

Video Understanding 11 Image Restoration 6 Object Detection 5 Segmentation 4 Human Understanding 1 Remote Sensing 1

Decision & Embodied

Reinforcement Learning 38 Recommender Systems 13 Robotics & Embodied AI 8

Foundations & Theory

Model Compression 45 Interpretability 34 Causal Inference 8 Graph Learning 8 Time Series 5 Self-Supervised Learning 2 Optimization & Theory 1

Science & Cross-Disciplinary

Medical Imaging 42 Social Computing 9 AI Safety 3 Signal & Communications 3

Others

Others 5

📷 CVPR2026

1931 notes · 42 areas

LLM

LLM Evaluation 28 LLM Agent 19 LLM Safety 16 LLM Reasoning 14 Alignment & RLHF 12 Pretraining 10 LLM / NLP 9 LLM Efficiency 4 Knowledge Editing 3

Generation & Multimodal

Multimodal VLM 287 Image Generation 239 Video Generation 60 Audio & Speech 17 AIGC Detection 1

NLP Applications

Information Retrieval & RAG 8 Code Intelligence 2 Multilingual & Translation 2 Dialogue Systems 1

Visual Perception

3D Vision 252 Segmentation 103 Video Understanding 92 Human Understanding 61 Image Restoration 47 Object Detection 45 Remote Sensing 19

Decision & Embodied

Autonomous Driving 105 Robotics & Embodied AI 49 Reinforcement Learning 22

Foundations & Theory

Model Compression 57 Self-Supervised Learning 38 Interpretability 31 Optimization & Theory 10 Graph Learning 9 Time Series 8 Causal Inference 4

Science & Cross-Disciplinary

Medical Imaging 154 AI Safety 24 Signal & Communications 5 Social Computing 5 Scientific Computing 4 Physics 1

Others

Others 54

🔬 ICLR2026

1583 notes · 44 areas

LLM

LLM Reasoning 71 LLM Evaluation 60 LLM Agent 47 LLM / NLP 46 Alignment & RLHF 42 LLM Safety 39 Pretraining 27 LLM Efficiency 19 Knowledge Editing 9

Generation & Multimodal

Image Generation 154 Multimodal VLM 93 Audio & Speech 32 Video Generation 19 AIGC Detection 6

NLP Applications

Information Retrieval & RAG 33 Code Intelligence 23 Multilingual & Translation 7 Dialogue Systems 5

Visual Perception

3D Vision 65 Video Understanding 24 Image Restoration 15 Segmentation 11 Object Detection 9 Human Understanding 8 Remote Sensing 6

Decision & Embodied

Reinforcement Learning 142 Robotics & Embodied AI 47 Autonomous Driving 18 Recommender Systems 10

Foundations & Theory

Model Compression 92 Interpretability 59 Optimization & Theory 45 Time Series 39 Graph Learning 21 Causal Inference 18 Self-Supervised Learning 15

Science & Cross-Disciplinary

Medical Imaging 72 AI Safety 27 Social Computing 11 Scientific Computing 10 Signal & Communications 8 Physics 2

Others

Others 76 Mixture of Experts 1

🤖 AAAI2026

1387 notes · 44 areas

LLM

LLM Agent 44 LLM Evaluation 39 LLM / NLP 38 LLM Reasoning 30 LLM Safety 29 Alignment & RLHF 20 LLM Efficiency 9 Pretraining 6 Knowledge Editing 5

Generation & Multimodal

Multimodal VLM 92 Image Generation 78 Audio & Speech 31 Video Generation 11 AIGC Detection 3

NLP Applications

Information Retrieval & RAG 29 Multilingual & Translation 11 Code Intelligence 10 Dialogue Systems 5

Visual Perception

3D Vision 74 Video Understanding 33 Segmentation 31 Object Detection 17 Human Understanding 16 Image Restoration 13 Remote Sensing 8

Decision & Embodied

Reinforcement Learning 71 Autonomous Driving 58 Robotics & Embodied AI 38 Recommender Systems 26

Foundations & Theory

Model Compression 54 Graph Learning 38 Interpretability 37 Time Series 35 Optimization & Theory 24 Self-Supervised Learning 14 Causal Inference 10

Science & Cross-Disciplinary

Medical Imaging 105 AI Safety 44 Social Computing 11 Scientific Computing 8 Signal & Communications 3 Physics 2 Earth Science 1

Others

Others 126

🧠 NeurIPS2025

2534 notes · 45 areas

LLM

LLM Evaluation 76 LLM Reasoning 67 LLM Safety 60 Alignment & RLHF 53 LLM / NLP 52 LLM Agent 50 Pretraining 50 LLM Efficiency 35 Knowledge Editing 6

Generation & Multimodal

Image Generation 246 Multimodal VLM 151 Audio & Speech 49 Video Generation 23 AIGC Detection 8

NLP Applications

Information Retrieval & RAG 30 Code Intelligence 22 Multilingual & Translation 13 Dialogue Systems 5

Visual Perception

3D Vision 116 Video Understanding 60 Segmentation 48 Image Restoration 26 Human Understanding 19 Object Detection 18 Remote Sensing 11

Decision & Embodied

Reinforcement Learning 169 Robotics & Embodied AI 57 Autonomous Driving 50 Recommender Systems 24

Foundations & Theory

Model Compression 134 Optimization & Theory 113 Interpretability 82 Time Series 60 Graph Learning 52 Self-Supervised Learning 36 Causal Inference 21

Science & Cross-Disciplinary

Medical Imaging 138 AI Safety 73 Scientific Computing 24 Physics 20 Social Computing 18 Signal & Communications 13 Earth Science 5

Others

Others 150 Mixture of Experts 1

📹 ICCV2025

1359 notes · 39 areas

LLM

LLM Evaluation 29 Pretraining 10 LLM / NLP 8 LLM Safety 8 LLM Agent 4 LLM Reasoning 3 Alignment & RLHF 2 LLM Efficiency 1

Generation & Multimodal

Image Generation 219 Multimodal VLM 142 Video Generation 51 Audio & Speech 13

NLP Applications

Information Retrieval & RAG 8 Code Intelligence 1 Multilingual & Translation 1

Visual Perception

3D Vision 268 Segmentation 78 Video Understanding 58 Human Understanding 49 Image Restoration 30 Object Detection 30 Remote Sensing 11

Decision & Embodied

Autonomous Driving 98 Robotics & Embodied AI 26 Reinforcement Learning 7

Foundations & Theory

Model Compression 48 Interpretability 11 Self-Supervised Learning 11 Optimization & Theory 8 Time Series 4 Causal Inference 2 Graph Learning 1

Science & Cross-Disciplinary

Medical Imaging 40 AI Safety 22 Social Computing 4 Signal & Communications 3 Physics 1 Scientific Computing 1

Others

Others 48