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 809 篇，第 10 / 17 页

  1. NeurIPS 2025MASTER: Enhancing Large Language Model via Multi-Agent Simulated Teaching
  2. NeurIPS 2025MAT-Agent: Adaptive Multi-Agent Training Optimization
  3. NeurIPS 2025MaterialRefGS: Reflective Gaussian Splatting with Multi-view Consistent Material Inference
  4. NeurIPS 2025MDReID: Modality-Decoupled Learning for Any-to-Any Multi-Modal Object Re-Identification
  5. NeurIPS 2025Mean-Field Sampling for Cooperative Multi-Agent Reinforcement Learning
  6. NeurIPS 2025MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks
  7. NeurIPS 2025MetaMind: Modeling Human Social Thoughts with Metacognitive Multi-Agent Systems
  8. NeurIPS 2025MiNT: Multi-Network Transfer Benchmark for Temporal Graph Learning
  9. NeurIPS 2025MisoDICE: Multi-Agent Imitation from Mixed-Quality Demonstrations
  10. NeurIPS 2025MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
  11. NeurIPS 2025mmWalk: Towards Multi-modal Multi-view Walking Assistance
  12. NeurIPS 2025MobileUse: A Hierarchical Reflection-Driven GUI Agent for Autonomous Mobile Operation
  13. NeurIPS 2025Momentum Multi-Marginal Schrödinger Bridge Matching
  14. NeurIPS 2025MoodAngels: A Retrieval-augmented Multi-agent Framework for Psychiatry Diagnosis
  15. NeurIPS 2025MOSDT: Self-Distillation-Based Decision Transformer for Multi-Agent Offline Safe Reinforcement Learning
  16. NeurIPS 2025MPS-Prover: Advancing Stepwise Theorem Proving by Multi-Perspective Search and Data Curation
  17. NeurIPS 2025MS-GS: Multi-Appearance Sparse-View 3D Gaussian Splatting in the Wild
  18. NeurIPS 2025Multi-Agent Collaboration via Evolving Orchestration
  19. NeurIPS 2025Multi-Agent Debate for LLM Judges with Adaptive Stability Detection
  20. NeurIPS 2025Multi-Agent Imitation by Learning and Sampling from Factorized Soft Q-Function
  21. NeurIPS 2025Multi-agent KTO: Enhancing Strategic Interactions of Large Language Model in Language Game
  22. NeurIPS 2025Multi-Agent Learning under Uncertainty: Recurrence vs. Concentration
  23. NeurIPS 2025Multi-agent Markov Entanglement
  24. NeurIPS 2025Multi-Agent Reinforcement Learning with Communication-Constrained Priors
  25. NeurIPS 2025Multi-Environment POMDPs: Discrete Model Uncertainty Under Partial Observability
  26. NeurIPS 2025Multi-modal contrastive learning adapts to intrinsic dimensions of shared latent variables
  27. NeurIPS 2025Multi-Modal Interactive Agent Layer for Few-Shot Universal Cross-Domain Retrieval and Beyond
  28. NeurIPS 2025Multi-Objective One-Shot Pruning for Large Language Models
  29. NeurIPS 2025Multi-Objective Reinforcement Learning with Max-Min Criterion: A Game-Theoretic Approach
  30. NeurIPS 2025Multi-order Orchestrated Curriculum Distillation for Model-Heterogeneous Federated Graph Learning
  31. NeurIPS 2025Multi-scale Temporal Prediction via Incremental Generation and Multi-agent Collaboration
  32. NeurIPS 2025Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving
  33. NeurIPS 2025Multi-Token Prediction Needs Registers
  34. NeurIPS 2025Multi-View Oriented GPLVM: Expressiveness and Efficiency
  35. NeurIPS 2025Multimodal Bandits: Regret Lower Bounds and Optimal Algorithms
  36. NeurIPS 2025MultiNet: Adaptive Multi-Viewed Subgraph Convolutional Networks for Graph Classification
  37. NeurIPS 2025MURKA: Multi-Reward Reinforcement Learning with Knowledge Alignment for Optimization Tasks
  38. NeurIPS 2025MVSMamba: Multi-View Stereo with State Space Model
  39. NeurIPS 2025Noisy Multi-Label Learning through Co-Occurrence-Aware Diffusion
  40. NeurIPS 2025OmniSegmentor: A Flexible Multi-Modal Learning Framework for Semantic Segmentation
  41. NeurIPS 2025On Feasible Rewards in Multi-Agent Inverse Reinforcement Learning
  42. NeurIPS 2025On the Convergence of Stochastic Smoothed Multi-Level Compositional Gradient Descent Ascent
  43. NeurIPS 2025On the sample complexity of semi-supervised multi-objective learning
  44. NeurIPS 2025Online Multi-Class Selection with Group Fairness Guarantee
  45. NeurIPS 2025OPHR: Mastering Volatility Trading with Multi-Agent Deep Reinforcement Learning
  46. NeurIPS 2025Opinion Maximization in Social Networks by Modifying Internal Opinions
  47. NeurIPS 2025Optimal Estimation of the Best Mean in Multi-Armed Bandits
  48. NeurIPS 2025Optimal Spectral Transitions in High-Dimensional Multi-Index Models
  49. NeurIPS 2025Optimism Without Regularization: Constant Regret in Zero-Sum Games
  50. NeurIPS 2025OrbitZoo: Real Orbital Systems Challenges for Reinforcement Learning

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