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 501 篇，第 7 / 11 页

  1. ICML 2025Nemotron-CORTEXA: Enhancing LLM Agents for Software Engineering Tasks via Improved Localization and Solution Diversity
  2. ICML 2025O-MAPL: Offline Multi-agent Preference Learning
  3. ICML 2025Observation Interference in Partially Observable Assistance Games
  4. ICML 2025Offline Learning for Combinatorial Multi-armed Bandits
  5. ICML 2025On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty Agents
  6. ICML 2025OrcaLoca: An LLM Agent Framework for Software Issue Localization
  7. ICML 2025Pairwise Maximum Likelihood For Multi-Class Logistic Regression Model With Multiple Rare Classes
  8. ICML 2025PokéChamp: an Expert-level Minimax Language Agent
  9. ICML 2025Position: Build Agent Advocates, Not Platform Agents
  10. ICML 2025Position: Theory of Mind Benchmarks are Broken for Large Language Models
  11. ICML 2025Position: Uncertainty Quantification Needs Reassessment for Large Language Model Agents
  12. ICML 2025Prediction-Aware Learning in Multi-Agent Systems
  13. ICML 2025Preference Controllable Reinforcement Learning with Advanced Multi-Objective Optimization
  14. ICML 2025Principal-Agent Bandit Games with Self-Interested and Exploratory Learning Agents
  15. ICML 2025PROTOCOL: Partial Optimal Transport-enhanced Contrastive Learning for Imbalanced Multi-view Clustering
  16. ICML 2025Provably Efficient Algorithm for Best Scoring Rule Identification in Online Principal-Agent Information Acquisition
  17. ICML 2025R3DM: Enabling Role Discovery and Diversity Through Dynamics Models in Multi-agent Reinforcement Learning
  18. ICML 2025Reidentify: Context-Aware Identity Generation for Contextual Multi-Agent Reinforcement Learning
  19. ICML 2025Reinforce LLM Reasoning through Multi-Agent Reflection
  20. ICML 2025ResearchTown: Simulator of Human Research Community
  21. ICML 2025Revisiting Cooperative Off-Policy Multi-Agent Reinforcement Learning
  22. ICML 2025Robust Multi-Agent Reinforcement Learning with Stochastic Adversary
  23. ICML 2025Sable: a Performant, Efficient and Scalable Sequence Model for MARL
  24. ICML 2025Securing Equal Share: A Principled Approach for Learning Multiplayer Symmetric Games
  25. ICML 2025SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity and Hierarchy
  26. ICML 2025Super Deep Contrastive Information Bottleneck for Multi-modal Clustering
  27. ICML 2025Synthesizing Software Engineering Data in a Test-Driven Manner
  28. ICML 2025The impact of uncertainty on regularized learning in games
  29. ICML 2025Tight and Fast Bounds for Multi-Label Learning
  30. ICML 2025Towards Practical Defect-Focused Automated Code Review
  31. ICML 2025Towards the Causal Complete Cause of Multi-Modal Representation Learning
  32. ICML 2025Training a Generally Curious Agent
  33. ICML 2025Understanding Bias Reinforcement in LLM Agents Debate
  34. ICML 2025Unisoma: A Unified Transformer-based Solver for Multi-Solid Systems
  35. ICML 2025What Limits Virtual Agent Application? OmniBench: A Scalable Multi-Dimensional Benchmark for Essential Virtual Agent Capabilities
  36. ICML 2025Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems
  37. ICML 2025Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale
  38. ICML 2025Wolfpack Adversarial Attack for Robust Multi-Agent Reinforcement Learning
  39. ICML 2025You Always Recognize Me (YARM): Robust Texture Synthesis Against Multi-View Corruption
  40. ICML 2024${\rm E}(3)$-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning
  41. ICML 2024A Doubly Recursive Stochastic Compositional Gradient Descent Method for Federated Multi-Level Compositional Optimization
  42. ICML 2024A Federated Stochastic Multi-level Compositional Minimax Algorithm for Deep AUC Maximization
  43. ICML 2024A Geometric Decomposition of Finite Games: Convergence vs. Recurrence under Exponential Weights
  44. ICML 2024A Multimodal Automated Interpretability Agent
  45. ICML 2024Adversarially Robust Deep Multi-View Clustering: A Novel Attack and Defense Framework
  46. ICML 2024Agent-Specific Effects: A Causal Effect Propagation Analysis in Multi-Agent MDPs
  47. ICML 2024An Embodied Generalist Agent in 3D World
  48. ICML 2024Applying language models to algebraic topology: generating simplicial cycles using multi-labeling in Wu's formula
  49. ICML 2024ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL
  50. ICML 2024Better & Faster Large Language Models via Multi-token Prediction

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