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 113 篇，第 2 / 3 页

  1. CVPR 2025Incomplete Multi-modal Brain Tumor Segmentation via Learnable Sorting State Space Model
  2. CVPR 2025Incomplete Multi-View Multi-label Learning via Disentangled Representation and Label Semantic Embedding
  3. CVPR 2025Infighting in the Dark: Multi-Label Backdoor Attack in Federated Learning
  4. CVPR 2025KMD: Koopman Multi-modality Decomposition for Generalized Brain Tumor Segmentation under Incomplete Modalities
  5. CVPR 2025Large-scale Multi-view Tensor Clustering with Implicit Linear Kernels
  6. CVPR 2025Learning Compatible Multi-Prize Subnetworks for Asymmetric Retrieval
  7. CVPR 2025Learning to Detect Objects from Multi-Agent LiDAR Scans without Manual Labels
  8. CVPR 2025MAC-Ego3D: Multi-Agent Gaussian Consensus for Real-Time Collaborative Ego-Motion and Photorealistic 3D Reconstruction
  9. CVPR 2025MAGiC-SLAM: Multi-Agent Gaussian Globally Consistent SLAM
  10. CVPR 2025MammAlps: A Multi-view Video Behavior Monitoring Dataset of Wild Mammals in the Swiss Alps
  11. CVPR 2025Medusa: A Multi-Scale High-order Contrastive Dual-Diffusion Approach for Multi-View Clustering
  12. CVPR 2025MERGE: Multi-faceted Hierarchical Graph-based GNN for Gene Expression Prediction from Whole Slide Histopathology Images
  13. CVPR 2025MET3R: Measuring Multi-View Consistency in Generated Images
  14. CVPR 2025MITracker: Multi-View Integration for Visual Object Tracking
  15. CVPR 2025MMVU: Measuring Expert-Level Multi-Discipline Video Understanding
  16. CVPR 2025MNE-SLAM: Multi-Agent Neural SLAM for Mobile Robots
  17. CVPR 2025MobileMamba: Lightweight Multi-Receptive Visual Mamba Network
  18. CVPR 2025Model Poisoning Attacks to Federated Learning via Multi-Round Consistency
  19. CVPR 2025MonoInstance: Enhancing Monocular Priors via Multi-view Instance Alignment for Neural Rendering and Reconstruction
  20. CVPR 2025MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework
  21. CVPR 2025Motions as Queries: One-Stage Multi-Person Holistic Human Motion Capture
  22. CVPR 2025Multi-Label Prototype Visual Spatial Search for Weakly Supervised Semantic Segmentation
  23. CVPR 2025Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices
  24. CVPR 2025Multi-Modal Aerial-Ground Cross-View Place Recognition with Neural ODEs
  25. CVPR 2025Multi-modal Knowledge Distillation-based Human Trajectory Forecasting
  26. CVPR 2025Multi-modal Medical Diagnosis via Large-small Model Collaboration
  27. CVPR 2025Multi-View Pose-Agnostic Change Localization with Zero Labels
  28. CVPR 2025Multi-view Reconstruction via SfM-guided Monocular Depth Estimation
  29. CVPR 2025MUSt3R: Multi-view Network for Stereo 3D Reconstruction
  30. CVPR 2025MVBoost: Boost 3D Reconstruction with Multi-View Refinement
  31. CVPR 2025MVDoppler-Pose: Multi-Modal Multi-View mmWave Sensing for Long-Distance Self-Occluded Human Walking Pose Estimation
  32. CVPR 2025MVSAnywhere: Zero-Shot Multi-View Stereo
  33. CVPR 2025NADER: Neural Architecture Design via Multi-Agent Collaboration
  34. CVPR 2025Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion
  35. CVPR 2025Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos
  36. CVPR 2025Omnidirectional Multi-Object Tracking
  37. CVPR 2025OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts
  38. CVPR 2025PCDreamer: Point Cloud Completion Through Multi-view Diffusion Priors
  39. CVPR 2025Pippo: High-Resolution Multi-View Humans from a Single Image
  40. CVPR 2025PMNI: Pose-free Multi-view Normal Integration for Reflective and Textureless Surface Reconstruction
  41. CVPR 2025PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation
  42. CVPR 2025ProHOC: Probabilistic Hierarchical Out-of-Distribution Classification via Multi-Depth Networks
  43. CVPR 2025Resilient Sensor Fusion Under Adverse Sensor Failures via Multi-Modal Expert Fusion
  44. CVPR 2025Rethinking the Adversarial Robustness of Multi-Exit Neural Networks in an Attack-Defense Game
  45. CVPR 2025Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector
  46. CVPR 2025RobSense: A Robust Multi-modal Foundation Model for Remote Sensing with Static, Temporal, and Incomplete Data Adaptability
  47. CVPR 2025RoGSplat: Learning Robust Generalizable Human Gaussian Splatting from Sparse Multi-View Images
  48. CVPR 2025ROLL: Robust Noisy Pseudo-label Learning for Multi-View Clustering with Noisy Correspondence
  49. CVPR 2025SceneCrafter: Controllable Multi-View Driving Scene Editing
  50. CVPR 2025SeqMvRL: A Sequential Fusion Framework for Multi-view Representation Learning

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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