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 27 / 43 页

  1. NeurIPS 2025L-MTP: Leap Multi-Token Prediction Beyond Adjacent Context for Large Language Models
  2. NeurIPS 2025Language‑Bias‑Resilient Visual Question Answering via Adaptive Multi‑Margin Collaborative Debiasing
  3. NeurIPS 2025Large Language Models Miss the Multi-agent Mark
  4. NeurIPS 2025Learning “Partner-Aware” Collaborators in Multi-Party Collaboration
  5. NeurIPS 2025Learning Across the Gap: Hybrid Multi-armed Bandits with Heterogeneous Offline and Online Data
  6. NeurIPS 2025Learning Equilibria from Data: Provably Efficient Multi-Agent Imitation Learning
  7. NeurIPS 2025Learning from Disjoint Views: A Contrastive Prototype Matching Network for Fully Incomplete Multi-View Clustering
  8. NeurIPS 2025Learning Multi-Source and Robust Representations for Continual Learning
  9. NeurIPS 2025Learning quadratic neural networks in high dimensions: SGD dynamics and scaling laws
  10. NeurIPS 2025Learning with Restricted Boltzmann Machines: Asymptotics of AMP and GD in High Dimensions
  11. NeurIPS 2025Lessons Learned: A Multi-Agent Framework for Code LLMs to Learn and Improve
  12. NeurIPS 2025Listening to the Brain: Multi-Band sEEG Auditory Reconstruction via Dynamic Spatio-Temporal Hypergraphs
  13. NeurIPS 2025LLM-DAMVC: A Large Language Model Assisted Dynamic Agent for Multi-View Clustering
  14. NeurIPS 2025LLM-PySC2: Starcraft II learning environment for Large Language Models
  15. NeurIPS 2025LOPT: Learning Optimal Pigovian Tax in Sequential Social Dilemmas
  16. NeurIPS 2025MACS: Multi-Agent Reinforcement Learning for Optimization of Crystal Structures
  17. NeurIPS 2025Many LLMs Are More Utilitarian Than One
  18. NeurIPS 2025Many Minds, One Goal: Time Series Forecasting via Sub-task Specialization and Inter-agent Cooperation
  19. NeurIPS 2025MASTER: Enhancing Large Language Model via Multi-Agent Simulated Teaching
  20. NeurIPS 2025MAT-Agent: Adaptive Multi-Agent Training Optimization
  21. NeurIPS 2025MaterialRefGS: Reflective Gaussian Splatting with Multi-view Consistent Material Inference
  22. NeurIPS 2025MDReID: Modality-Decoupled Learning for Any-to-Any Multi-Modal Object Re-Identification
  23. NeurIPS 2025Mean-Field Sampling for Cooperative Multi-Agent Reinforcement Learning
  24. NeurIPS 2025MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks
  25. NeurIPS 2025MetaMind: Modeling Human Social Thoughts with Metacognitive Multi-Agent Systems
  26. NeurIPS 2025MiNT: Multi-Network Transfer Benchmark for Temporal Graph Learning
  27. NeurIPS 2025MisoDICE: Multi-Agent Imitation from Mixed-Quality Demonstrations
  28. NeurIPS 2025MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
  29. NeurIPS 2025mmWalk: Towards Multi-modal Multi-view Walking Assistance
  30. NeurIPS 2025MobileUse: A Hierarchical Reflection-Driven GUI Agent for Autonomous Mobile Operation
  31. NeurIPS 2025Momentum Multi-Marginal Schrödinger Bridge Matching
  32. NeurIPS 2025MoodAngels: A Retrieval-augmented Multi-agent Framework for Psychiatry Diagnosis
  33. NeurIPS 2025MOSDT: Self-Distillation-Based Decision Transformer for Multi-Agent Offline Safe Reinforcement Learning
  34. NeurIPS 2025MPS-Prover: Advancing Stepwise Theorem Proving by Multi-Perspective Search and Data Curation
  35. NeurIPS 2025MS-GS: Multi-Appearance Sparse-View 3D Gaussian Splatting in the Wild
  36. NeurIPS 2025Multi-Agent Collaboration via Evolving Orchestration
  37. NeurIPS 2025Multi-Agent Debate for LLM Judges with Adaptive Stability Detection
  38. NeurIPS 2025Multi-Agent Imitation by Learning and Sampling from Factorized Soft Q-Function
  39. NeurIPS 2025Multi-agent KTO: Enhancing Strategic Interactions of Large Language Model in Language Game
  40. NeurIPS 2025Multi-Agent Learning under Uncertainty: Recurrence vs. Concentration
  41. NeurIPS 2025Multi-agent Markov Entanglement
  42. NeurIPS 2025Multi-Agent Reinforcement Learning with Communication-Constrained Priors
  43. NeurIPS 2025Multi-Environment POMDPs: Discrete Model Uncertainty Under Partial Observability
  44. NeurIPS 2025Multi-modal contrastive learning adapts to intrinsic dimensions of shared latent variables
  45. NeurIPS 2025Multi-Modal Interactive Agent Layer for Few-Shot Universal Cross-Domain Retrieval and Beyond
  46. NeurIPS 2025Multi-Objective One-Shot Pruning for Large Language Models
  47. NeurIPS 2025Multi-Objective Reinforcement Learning with Max-Min Criterion: A Game-Theoretic Approach
  48. NeurIPS 2025Multi-order Orchestrated Curriculum Distillation for Model-Heterogeneous Federated Graph Learning
  49. NeurIPS 2025Multi-scale Temporal Prediction via Incremental Generation and Multi-agent Collaboration
  50. NeurIPS 2025Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving

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