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 373 篇，第 6 / 8 页

  1. NeurIPS 2024Contracting with a Learning Agent
  2. NeurIPS 2024ConvBench: A Multi-Turn Conversation Evaluation Benchmark with Hierarchical Ablation Capability for Large Vision-Language Models
  3. NeurIPS 2024Cooperation, Competition, and Maliciousness: LLM-Stakeholders Interactive Negotiation
  4. NeurIPS 2024Customized Multiple Clustering via Multi-Modal Subspace Proxy Learning
  5. NeurIPS 2024Decision Mamba: A Multi-Grained State Space Model with Self-Evolution Regularization for Offline RL
  6. NeurIPS 2024DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs
  7. NeurIPS 2024Derandomizing Multi-Distribution Learning
  8. NeurIPS 2024Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation
  9. NeurIPS 2024Distributional Reinforcement Learning with Regularized Wasserstein Loss
  10. NeurIPS 2024Diversity Is Not All You Need: Training A Robust Cooperative Agent Needs Specialist Partners
  11. NeurIPS 2024DreamCatcher: A Wearer-aware Multi-modal Sleep Event Dataset Based on Earables in Non-restrictive Environments
  12. NeurIPS 2024Drones Help Drones: A Collaborative Framework for Multi-Drone Object Trajectory Prediction and Beyond
  13. NeurIPS 2024Efficient $\Phi$-Regret Minimization with Low-Degree Swap Deviations in Extensive-Form Games
  14. NeurIPS 2024Efficient multi-prompt evaluation of LLMs
  15. NeurIPS 2024Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making
  16. NeurIPS 2024Episodic Future Thinking Mechanism for Multi-agent Reinforcement Learning
  17. NeurIPS 2024Evidential Mixture Machines: Deciphering Multi-Label Correlations for Active Learning Sensitivity
  18. NeurIPS 2024Exploration, Exploitation, and Engagement in Multi-Armed Bandits with Abandonment
  19. NeurIPS 2024Extending Multi-modal Contrastive Representations
  20. NeurIPS 2024Fair and Welfare-Efficient Constrained Multi-Matchings under Uncertainty
  21. NeurIPS 2024Feint Behaviors and Strategies: Formalization, Implementation and Evaluation
  22. NeurIPS 2024FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making
  23. NeurIPS 2024Fixed Confidence Best Arm Identification in the Bayesian Setting
  24. NeurIPS 2024Generalized Tensor Decomposition for Understanding Multi-Output Regression under Combinatorial Shifts
  25. NeurIPS 2024Global Rewards in Restless Multi-Armed Bandits
  26. NeurIPS 2024Group-wise oracle-efficient algorithms for online multi-group learning
  27. NeurIPS 2024Hierarchical Federated Learning with Multi-Timescale Gradient Correction
  28. NeurIPS 2024How Transformers Utilize Multi-Head Attention in In-Context Learning? A Case Study on Sparse Linear Regression
  29. NeurIPS 2024Implicit Curriculum in Procgen Made Explicit
  30. NeurIPS 2024Improved learning rates in multi-unit uniform price auctions
  31. NeurIPS 2024Infinite Limits of Multi-head Transformer Dynamics
  32. NeurIPS 2024Inverse Factorized Soft Q-Learning for Cooperative Multi-agent Imitation Learning
  33. NeurIPS 2024JaxMARL: Multi-Agent RL Environments and Algorithms in JAX
  34. NeurIPS 2024Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning
  35. NeurIPS 2024Kraken: Inherently Parallel Transformers For Efficient Multi-Device Inference
  36. NeurIPS 2024Learning Distinguishable Trajectory Representation with Contrastive Loss
  37. NeurIPS 2024Learning the Expected Core of Strictly Convex Stochastic Cooperative Games
  38. NeurIPS 2024Learning to Balance Altruism and Self-interest Based on Empathy in Mixed-Motive Games
  39. NeurIPS 2024Learning to Cooperate with Humans using Generative Agents
  40. NeurIPS 2024Learning to Discuss Strategically: A Case Study on One Night Ultimate Werewolf
  41. NeurIPS 2024Linear Causal Representation Learning from Unknown Multi-node Interventions
  42. NeurIPS 2024LM-HT SNN: Enhancing the Performance of SNN to ANN Counterpart through Learnable Multi-hierarchical Threshold Model
  43. NeurIPS 2024Locally Private and Robust Multi-Armed Bandits
  44. NeurIPS 2024Long-Horizon Planning for Multi-Agent Robots in Partially Observable Environments
  45. NeurIPS 2024LucidAction: A Hierarchical and Multi-model Dataset for Comprehensive Action Quality Assessment
  46. NeurIPS 2024MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution
  47. NeurIPS 2024ManiPose: Manifold-Constrained Multi-Hypothesis 3D Human Pose Estimation
  48. NeurIPS 2024MaVEn: An Effective Multi-granularity Hybrid Visual Encoding Framework for Multimodal Large Language Model
  49. NeurIPS 2024Maximizing utility in multi-agent environments by anticipating the behavior of other learners
  50. NeurIPS 2024Measuring Mutual Policy Divergence for Multi-Agent Sequential Exploration

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。

「博弈与规划」下的其他主题