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 255 篇，第 5 / 6 页

  1. NeurIPS 2025ReID5o: Achieving Omni Multi-modal Person Re-identification in a Single Model
  2. NeurIPS 2025Reinventing Multi-Agent Collaboration through Gaussian-Image Synergy in Diffusion Policies
  3. NeurIPS 2025ReMA: Learning to Meta-Think for LLMs with Multi-agent Reinforcement Learning
  4. NeurIPS 2025Retro-R1: LLM-based Agentic Retrosynthesis
  5. NeurIPS 2025Revisiting Follow-the-Perturbed-Leader with Unbounded Perturbations in Bandit Problems
  6. NeurIPS 2025Robust and Diverse Multi-Agent Learning via Rational Policy Gradient
  7. NeurIPS 2025Role-aware Multi-agent Reinforcement Learning for Coordinated Emergency Traffic Control
  8. NeurIPS 2025Router-R1: Teaching LLMs Multi-Round Routing and Aggregation via Reinforcement Learning
  9. NeurIPS 2025SAINT: Sequence-Aware Integration for Spatial Transcriptomics Multi-View Clustering
  10. NeurIPS 2025SAMA: Towards Multi-Turn Referential Grounded Video Chat with Large Language Models
  11. NeurIPS 2025Sample-Adaptivity Tradeoff in On-Demand Sampling
  12. NeurIPS 2025Sample-Efficient Tabular Self-Play for Offline Robust Reinforcement Learning
  13. NeurIPS 2025Sampling from multi-modal distributions with polynomial query complexity in fixed dimension via reverse diffusion
  14. NeurIPS 2025Scalable Cross-View Sample Alignment for Multi-View Clustering with View Structure Similarity
  15. NeurIPS 2025scMRDR: A scalable and flexible framework for unpaired single-cell multi-omics data integration
  16. NeurIPS 2025SE-Agent: Self-Evolution Trajectory Optimization in Multi-Step Reasoning with LLM-Based Agents
  17. NeurIPS 2025Self-Challenging Language Model Agents
  18. NeurIPS 2025Sequential Multi-Agent Dynamic Algorithm Configuration
  19. NeurIPS 2025Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents
  20. NeurIPS 2025SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning
  21. NeurIPS 2025SketchMind: A Multi-Agent Cognitive Framework for Assessing Student-Drawn Scientific Sketches
  22. NeurIPS 2025Solving Continuous Mean Field Games: Deep Reinforcement Learning for Non-Stationary Dynamics
  23. NeurIPS 2025SoMi-ToM: Evaluating Multi-Perspective Theory of Mind in Embodied Social Interactions
  24. NeurIPS 2025SparseMVC: Probing Cross-view Sparsity Variations for Multi-view Clustering
  25. NeurIPS 2025SpecMAS: A Multi-Agent System for Self-Verifying System Generation via Formal Model Checking
  26. NeurIPS 2025Stackelberg Learning with Outcome-based Payment
  27. NeurIPS 2025STAR: Spatial-Temporal Tracklet Matching for Multi-Object Tracking
  28. NeurIPS 2025STARC-9: A Large-scale Dataset for Multi-Class Tissue Classification for CRC Histopathology
  29. NeurIPS 2025Stochastic Principal-Agent Problems: Computing and Learning Optimal History-Dependent Policies
  30. NeurIPS 2025STRATUS: A Multi-agent System for Autonomous Reliability Engineering of Modern Clouds
  31. NeurIPS 2025SYMPHONY: Synergistic Multi-agent Planning with Heterogeneous Language Model Assembly
  32. NeurIPS 2025T1: A Tool-Oriented Conversational Dataset for Multi-Turn Agentic Planning
  33. NeurIPS 2025Text-to-Decision Agent: Offline Meta-Reinforcement Learning from Natural Language Supervision
  34. NeurIPS 2025The Complexity of Correlated Equilibria in Generalized Games
  35. NeurIPS 2025The Computational Advantage of Depth in Learning High-Dimensional Hierarchical Targets
  36. NeurIPS 2025The Generative Leap: Tight Sample Complexity for Efficiently Learning Gaussian Multi-Index Models
  37. NeurIPS 2025Theory-Driven Label-Specific Representation for Incomplete Multi-View Multi-Label Learning
  38. NeurIPS 2025Thompson Sampling for Multi-Objective Linear Contextual Bandit
  39. NeurIPS 2025Thought Communication in Multiagent Collaboration
  40. NeurIPS 2025Time Travel is Cheating: Going Live with DeepFund for Real-Time Fund Investment Benchmarking
  41. NeurIPS 2025TimeXL: Explainable Multi-modal Time Series Prediction with LLM-in-the-Loop
  42. NeurIPS 2025Towards Multi-Table Learning: A Novel Paradigm for Complementarity Quantification and Integration
  43. NeurIPS 2025Towards Principled Unsupervised Multi-Agent Reinforcement Learning
  44. NeurIPS 2025TRACE: Contrastive learning for multi-trial time series data in neuroscience
  45. NeurIPS 2025Transcending Cost-Quality Tradeoff in Agent Serving via Session-Awareness
  46. NeurIPS 2025Tri-MARF: A Tri-Modal Multi-Agent Responsive Framework for Comprehensive 3D Object Annotation
  47. NeurIPS 2025UGG-ReID: Uncertainty-Guided Graph Model for Multi-Modal Object Re-Identification
  48. NeurIPS 2025UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents
  49. NeurIPS 2025VolleyBots: A Testbed for Multi-Drone Volleyball Game Combining Motion Control and Strategic Play
  50. NeurIPS 2025Web-Shepherd: Advancing PRMs for Reinforcing Web Agents

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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