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 320 篇，第 6 / 7 页

  1. ICLR 2024Building Cooperative Embodied Agents Modularly with Large Language Models
  2. ICLR 2024ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate
  3. ICLR 2024CivRealm: A Learning and Reasoning Odyssey in Civilization for Decision-Making Agents
  4. ICLR 2024Consistent algorithms for multi-label classification with macro-at-$k$ metrics
  5. ICLR 2024Consistent Multi-Class Classification from Multiple Unlabeled Datasets
  6. ICLR 2024Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit
  7. ICLR 2024Copula Conformal prediction for multi-step time series prediction
  8. ICLR 2024Dual-Encoders for Extreme Multi-label Classification
  9. ICLR 2024Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning
  10. ICLR 2024Evaluating Language Model Agency Through Negotiations
  11. ICLR 2024FedWon: Triumphing Multi-domain Federated Learning Without Normalization
  12. ICLR 2024Learning Mean Field Games on Sparse Graphs: A Hybrid Graphex Approach
  13. ICLR 2024Learning Multi-Faceted Prototypical User Interests
  14. ICLR 2024Learning to Jointly Understand Visual and Tactile Signals
  15. ICLR 2024MaGIC: Multi-modality Guided Image Completion
  16. ICLR 2024Memorization Capacity of Multi-Head Attention in Transformers
  17. ICLR 2024MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
  18. ICLR 2024Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
  19. ICLR 2024MogaNet: Multi-order Gated Aggregation Network
  20. ICLR 2024Multi-granularity Correspondence Learning from Long-term Noisy Videos
  21. ICLR 2024Multi-View Representation is What You Need for Point-Cloud Pre-Training
  22. ICLR 2024MVSFormer++: Revealing the Devil in Transformer's Details for Multi-View Stereo
  23. ICLR 2024Neural Neighborhood Search for Multi-agent Path Finding
  24. ICLR 2024Performance Gaps in Multi-view Clustering under the Nested Matrix-Tensor Model
  25. ICLR 2024Poly-View Contrastive Learning
  26. ICLR 2024Sample-Efficiency in Multi-Batch Reinforcement Learning: The Need for Dimension-Dependent Adaptivity
  27. ICLR 2024Select to Perfect: Imitating desired behavior from large multi-agent data
  28. ICLR 2024Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes
  29. ICLR 2024Towards Robust Multi-Modal Reasoning via Model Selection
  30. ICLR 2024UC-NERF: Neural Radiance Field for Under-Calibrated Multi-View Cameras in Autonomous Driving
  31. ICLR 2024Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift
  32. ICLR 2024Uni-O4: Unifying Online and Offline Deep Reinforcement Learning with Multi-Step On-Policy Optimization
  33. ICLR 2024Weaker MVI Condition: Extragradient Methods with Multi-Step Exploration
  34. ICLR 2023$O(T^{-1})$ Convergence of Optimistic-Follow-the-Regularized-Leader in Two-Player Zero-Sum Markov Games
  35. ICLR 2023Achieving Near-Optimal Individual Regret & Low Communications in Multi-Agent Bandits
  36. ICLR 2023Adversarial Diversity in Hanabi
  37. ICLR 2023Agent-based Graph Neural Networks
  38. ICLR 2023An Additive Instance-Wise Approach to Multi-class Model Interpretation
  39. ICLR 2023Asynchronous Gradient Play in Zero-Sum Multi-agent Games
  40. ICLR 2023Can We Find Nash Equilibria at a Linear Rate in Markov Games?
  41. ICLR 2023Certifiably Robust Policy Learning against Adversarial Multi-Agent Communication
  42. ICLR 2023Cheap Talk Discovery and Utilization in Multi-Agent Reinforcement Learning
  43. ICLR 2023Collaborative Pure Exploration in Kernel Bandit
  44. ICLR 2023Discovering Generalizable Multi-agent Coordination Skills from Multi-task Offline Data
  45. ICLR 2023Effects of Graph Convolutions in Multi-layer Networks
  46. ICLR 2023Efficient Discrete Multi Marginal Optimal Transport Regularization
  47. ICLR 2023Enhancing Meta Learning via Multi-Objective Soft Improvement Functions
  48. ICLR 2023Fast Nonlinear Vector Quantile Regression
  49. ICLR 2023Generating Diverse Cooperative Agents by Learning Incompatible Policies
  50. ICLR 2023GoBigger: A Scalable Platform for Cooperative-Competitive Multi-Agent Interactive Simulation

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