多智能体 RL论文趋势 2023–2026

博弈与 MARL

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,126 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

多智能体 RL论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023883780106311
20241473982105373
202525591115113574
2026319153224172868

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

全部多智能体 RL论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 496 篇，第 7 / 10 页

  1. CVPR 2024Contrastive Learning for DeepFake Classification and Localization via Multi-Label Ranking
  2. CVPR 2024CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion Models
  3. CVPR 2024DeconfuseTrack: Dealing with Confusion for Multi-Object Tracking
  4. CVPR 2024Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction
  5. CVPR 2024Differentiable Information Bottleneck for Deterministic Multi-view Clustering
  6. CVPR 2024DiffusionRegPose: Enhancing Multi-Person Pose Estimation using a Diffusion-Based End-to-End Regression Approach
  7. CVPR 2024Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring
  8. CVPR 2024EFHQ: Multi-purpose ExtremePose-Face-HQ dataset
  9. CVPR 2024Embodied Multi-Modal Agent trained by an LLM from a Parallel TextWorld
  10. CVPR 2024EmbodiedScan: A Holistic Multi-Modal 3D Perception Suite Towards Embodied AI
  11. CVPR 2024EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusion
  12. CVPR 2024Equivariant Multi-Modality Image Fusion
  13. CVPR 2024ERMVP: Communication-Efficient and Collaboration-Robust Multi-Vehicle Perception in Challenging Environments
  14. CVPR 2024ESR-NeRF: Emissive Source Reconstruction Using LDR Multi-view Images
  15. CVPR 2024Event-based Visible and Infrared Fusion via Multi-task Collaboration
  16. CVPR 2024Focus on Your Instruction: Fine-grained and Multi-instruction Image Editing by Attention Modulation
  17. CVPR 2024Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic Architecture
  18. CVPR 2024GeoAuxNet: Towards Universal 3D Representation Learning for Multi-sensor Point Clouds
  19. CVPR 2024GOAT-Bench: A Benchmark for Multi-Modal Lifelong Navigation
  20. CVPR 2024GRAM: Global Reasoning for Multi-Page VQA
  21. CVPR 2024Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection
  22. CVPR 2024HoloVIC: Large-scale Dataset and Benchmark for Multi-Sensor Holographic Intersection and Vehicle-Infrastructure Cooperative
  23. CVPR 2024HouseCat6D - A Large-Scale Multi-Modal Category Level 6D Object Perception Dataset with Household Objects in Realistic Scenarios
  24. CVPR 2024Improving Training Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architecture
  25. CVPR 2024Instruct-ReID: A Multi-purpose Person Re-identification Task with Instructions
  26. CVPR 2024Investigating and Mitigating the Side Effects of Noisy Views for Self-Supervised Clustering Algorithms in Practical Multi-View Scenarios
  27. CVPR 2024Joint-Task Regularization for Partially Labeled Multi-Task Learning
  28. CVPR 2024Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment
  29. CVPR 2024Learn from View Correlation: An Anchor Enhancement Strategy for Multi-view Clustering
  30. CVPR 2024Learning Instance-Aware Correspondences for Robust Multi-Instance Point Cloud Registration in Cluttered Scenes
  31. CVPR 2024Learning to Select Views for Efficient Multi-View Understanding
  32. CVPR 2024Living Scenes: Multi-object Relocalization and Reconstruction in Changing 3D Environments
  33. CVPR 2024Low-Rank Approximation for Sparse Attention in Multi-Modal LLMs
  34. CVPR 2024M&M VTO: Multi-Garment Virtual Try-On and Editing
  35. CVPR 2024Magic Tokens: Select Diverse Tokens for Multi-modal Object Re-Identification
  36. CVPR 2024Mask4Align: Aligned Entity Prompting with Color Masks for Multi-Entity Localization Problems
  37. CVPR 2024MaxQ: Multi-Axis Query for N:M Sparsity Network
  38. CVPR 2024MCPNet: An Interpretable Classifier via Multi-Level Concept Prototypes
  39. CVPR 2024MiKASA: Multi-Key-Anchor & Scene-Aware Transformer for 3D Visual Grounding
  40. CVPR 2024ModaVerse: Efficiently Transforming Modalities with LLMs
  41. CVPR 2024MOHO: Learning Single-view Hand-held Object Reconstruction with Multi-view Occlusion-Aware Supervision
  42. CVPR 2024MoST: Multi-Modality Scene Tokenization for Motion Prediction
  43. CVPR 2024MP5: A Multi-modal Open-ended Embodied System in Minecraft via Active Perception
  44. CVPR 2024mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration
  45. CVPR 2024Multi-agent Collaborative Perception via Motion-aware Robust Communication Network
  46. CVPR 2024Multi-agent Long-term 3D Human Pose Forecasting via Interaction-aware Trajectory Conditioning
  47. CVPR 2024Multi-Modal Proxy Learning Towards Personalized Visual Multiple Clustering
  48. CVPR 2024Multi-Object Tracking in the Dark
  49. CVPR 2024Multi-Scale 3D Gaussian Splatting for Anti-Aliased Rendering
  50. CVPR 2024Multi-Session SLAM with Differentiable Wide-Baseline Pose Optimization

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查多智能体 RL在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "multi-agent-rl"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇多智能体 RL论文？
共 2,126 篇，按年份分别是 2023 年 311 篇、2024 年 373 篇、2025 年 574 篇、2026 年 868 篇。
NeurIPS 2026 有多少篇多智能体 RL论文？
NeurIPS 2026 有 319 篇多智能体 RL论文，上一届是 255 篇。
ICLR 2026 有多少篇多智能体 RL论文？
ICLR 2026 有 153 篇多智能体 RL论文，上一届是 91 篇。
ICML 2026 有多少篇多智能体 RL论文？
ICML 2026 有 224 篇多智能体 RL论文，上一届是 115 篇。
CVPR 2026 有多少篇多智能体 RL论文？
CVPR 2026 有 172 篇多智能体 RL论文，上一届是 113 篇。
哪个会议的多智能体 RL论文最多？
NeurIPS，2023–2026 年共 809 篇。

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