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 2,126 篇，第 20 / 43 页

  1. CVPR 2025NADER: Neural Architecture Design via Multi-Agent Collaboration
  2. CVPR 2025Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion
  3. CVPR 2025Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos
  4. CVPR 2025Omnidirectional Multi-Object Tracking
  5. CVPR 2025OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts
  6. CVPR 2025PCDreamer: Point Cloud Completion Through Multi-view Diffusion Priors
  7. CVPR 2025Pippo: High-Resolution Multi-View Humans from a Single Image
  8. CVPR 2025PMNI: Pose-free Multi-view Normal Integration for Reflective and Textureless Surface Reconstruction
  9. CVPR 2025PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation
  10. CVPR 2025ProHOC: Probabilistic Hierarchical Out-of-Distribution Classification via Multi-Depth Networks
  11. CVPR 2025Resilient Sensor Fusion Under Adverse Sensor Failures via Multi-Modal Expert Fusion
  12. CVPR 2025Rethinking the Adversarial Robustness of Multi-Exit Neural Networks in an Attack-Defense Game
  13. CVPR 2025Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector
  14. CVPR 2025RobSense: A Robust Multi-modal Foundation Model for Remote Sensing with Static, Temporal, and Incomplete Data Adaptability
  15. CVPR 2025RoGSplat: Learning Robust Generalizable Human Gaussian Splatting from Sparse Multi-View Images
  16. CVPR 2025ROLL: Robust Noisy Pseudo-label Learning for Multi-View Clustering with Noisy Correspondence
  17. CVPR 2025SceneCrafter: Controllable Multi-View Driving Scene Editing
  18. CVPR 2025SeqMvRL: A Sequential Fusion Framework for Multi-view Representation Learning
  19. CVPR 2025ShowUI: One Vision-Language-Action Model for GUI Visual Agent
  20. CVPR 2025SocialMOIF: Multi-Order Intention Fusion for Pedestrian Trajectory Prediction
  21. CVPR 2025SpiritSight Agent: Advanced GUI Agent with One Look
  22. CVPR 2025SyncVP: Joint Diffusion for Synchronous Multi-Modal Video Prediction
  23. CVPR 2025Theory-Inspired Deep Multi-View Multi-Label Learning with Incomplete Views and Noisy Labels
  24. CVPR 2025Towards Consistent Multi-Task Learning: Unlocking the Potential of Task-Specific Parameters
  25. CVPR 2025Towards Optimizing Large-Scale Multi-Graph Matching in Bioimaging
  26. CVPR 2025TraF-Align: Trajectory-aware Feature Alignment for Asynchronous Multi-agent Perception
  27. CVPR 2025UMFN: Unified Multi-Domain Face Normalization for Joint Cross-domain Prototype Learning and Heterogeneous Face Recognition
  28. CVPR 2025Understanding Multi-layered Transmission Matrices
  29. CVPR 2025Unified Uncertainty-Aware Diffusion for Multi-Agent Trajectory Modeling
  30. CVPR 2025Unleashing the Potential of Consistency Learning for Detecting and Grounding Multi-Modal Media Manipulation
  31. CVPR 2025Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videos
  32. ICLR 2025A Multi-Power Law for Loss Curve Prediction Across Learning Rate Schedules
  33. ICLR 2025A-Bench: Are LMMs Masters at Evaluating AI-generated Images?
  34. ICLR 2025ACC-Collab: An Actor-Critic Approach to Multi-Agent LLM Collaboration
  35. ICLR 2025Agent Skill Acquisition for Large Language Models via CycleQD
  36. ICLR 2025Agent-Oriented Planning in Multi-Agent Systems
  37. ICLR 2025Agent-to-Sim: Learning Interactive Behavior Models from Casual Longitudinal Videos
  38. ICLR 2025AgentOccam: A Simple Yet Strong Baseline for LLM-Based Web Agents
  39. ICLR 2025AgentRefine: Enhancing Agent Generalization through Refinement Tuning
  40. ICLR 2025Agents' Room: Narrative Generation through Multi-step Collaboration
  41. ICLR 2025AgentTrek: Agent Trajectory Synthesis via Guiding Replay with Web Tutorials
  42. ICLR 2025Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models
  43. ICLR 2025AutoDAN-Turbo: A Lifelong Agent for Strategy Self-Exploration to Jailbreak LLMs
  44. ICLR 2025Balanced Ranking with Relative Centrality: A multi-core periphery perspective
  45. ICLR 2025Bayesian Analysis of Combinatorial Gaussian Process Bandits
  46. ICLR 2025BEEM: Boosting Performance of Early Exit DNNs using Multi-Exit Classifiers as Experts
  47. ICLR 2025Breaking Mental Set to Improve Reasoning through Diverse Multi-Agent Debate
  48. ICLR 2025CaPo: Cooperative Plan Optimization for Efficient Embodied Multi-Agent Cooperation
  49. ICLR 2025CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL
  50. ICLR 2025Classic but Everlasting: Traditional Gradient-Based Algorithms Converge Fast Even in Time-Varying Multi-Player Games

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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