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 6 / 43 页

  1. ICLR 2026MARSHAL: Incentivizing Multi-Agent Reasoning via Self-Play with Strategic LLMs
  2. ICLR 2026MAS$^2$: Self-Generative, Self-Configuring, Self-Rectifying Multi-Agent Systems
  3. ICLR 2026MATA: A Trainable Hierarchical Automaton System for Multi-Agent Visual Reasoning
  4. ICLR 2026Matching multiple experts: on the exploitability of multi-agent imitation learning
  5. ICLR 2026Measuring and Mitigating Rapport Bias of Large Language Models under Multi-Agent Social Interactions
  6. ICLR 2026Measuring Bias Amplification in Multi-Agent Systems with Large Language Models
  7. ICLR 2026MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent
  8. ICLR 2026Meta-RL Induces Exploration in Language Agents
  9. ICLR 2026MHLA: Restoring Expressivity of Linear Attention via Token-Level Multi-Head
  10. ICLR 2026MIRA: Memory-Integrated Reinforcement Learning Agent with Limited LLM Guidance
  11. ICLR 2026MLE-Smith: Scaling MLE Tasks with Automated Multi-agent Pipeline
  12. ICLR 2026MoRA: Mobility as the Backbone for Geospatial Representation Learning at Scale
  13. ICLR 2026Multi-Action Self-Improvement For Neural Combinatorial Optimization
  14. ICLR 2026Multi-Agent Debate with Memory Masking
  15. ICLR 2026Multi-Agent Design: Optimizing Agents with Better Prompts and Topologies
  16. ICLR 2026Multi-LLM Adaptive Conformal Inference for Reliable LLM Response
  17. ICLR 2026Multi-ReduNet: Interpretable Class-Wise Decomposition of ReduNet
  18. ICLR 2026Multi-Scale Diffusion-Guided Graph Learning with Power-Smoothing Random Walk Contrast for Multi-View Clustering
  19. ICLR 2026Multi-Scale Hypergraph Meets LLMs: Aligning Large Language Models for Time Series Analysis
  20. ICLR 2026Multi-View Encoders for Performance Prediction in LLM-Based Agentic Workflows
  21. ICLR 2026MVCustom: Multi-View Customized Diffusion via Geometric Latent Rendering and Completion
  22. ICLR 2026Neural Networks Learn Generic Multi-Index Models Near Information-Theoretic Limit
  23. ICLR 2026Non-Asymptotic Analysis of (Sticky) Track-and-Stop
  24. ICLR 2026Numerion: A Multi-Hypercomplex Model for Time Series Forecasting
  25. ICLR 2026OmniActor: A Generalist GUI and Embodied Agent for 2D&3D Worlds
  26. ICLR 2026Opponent Shaping in LLM Agents
  27. ICLR 2026OrchestrationBench: LLM-Driven Agentic Planning and Tool Use in Multi-Domain Scenarios
  28. ICLR 2026OrthAlign: Orthogonal Subspace Decomposition for Non-Interfering Multi-Objective Alignment
  29. ICLR 2026Pairwise is Not Enough: Hypergraph Neural Networks for Multi-Agent Pathfinding
  30. ICLR 2026Peng's Q($\lambda$) for Conservative Value Estimation in Offline Reinforcement Learning
  31. ICLR 2026Personalized Collaborative Learning with Affinity-Based Variance Reduction
  32. ICLR 2026PIRN: Prototypical-based Intra-modal Reconstruction with Normality Communication for Multi-modal Anomaly Detection.
  33. ICLR 2026PixelCraft: A Multi-Agent system for High-Fidelity Visual Reasoning on Structured Images
  34. ICLR 2026PoinnCARE: Hyperbolic Multi-Modal Learning for Enzyme Classification
  35. ICLR 2026Protein Structure Tokenization via Geometric Byte Pair Encoding
  36. ICLR 2026Randomization Boosts KV Caching, Learning Balances Query Load: A Joint Perspective
  37. ICLR 2026RECAST: Expanding the Boundaries of LLMs' Complex Instruction Following with Multi-Constraint Data
  38. ICLR 2026Reevaluating Policy Gradient Methods for Imperfect-Information Games
  39. ICLR 2026Relationship Alignment for View-aware Multi-view Clustering
  40. ICLR 2026Rethinking Consistent Multi-Label Classification under Inexact Supervision
  41. ICLR 2026Revisiting Matrix Sketching in Linear Bandits: Achieving Sublinear Regret via Dyadic Block Sketching
  42. ICLR 2026Revisiting Nonstationary Kernel Design for Multi-Output Gaussian Processes
  43. ICLR 2026RIG: Synergizing Reasoning and Imagination in End-to-End Generalist Policy
  44. ICLR 2026Robust Multi-Objective Controlled Decoding of Large Language Models
  45. ICLR 2026SAM-Veteran: An MLLM-Based Human-like SAM Agent for Reasoning Segmentation
  46. ICLR 2026Scaling Agents via Continual Pre-training
  47. ICLR 2026Scaling Generalist Data-Analytic Agents
  48. ICLR 2026Shuffling the Data, Extrapolating the Step: Sharper Bias In Constant Step-Size SGD
  49. ICLR 2026SocialJax: An Evaluation Suite for Multi-agent Reinforcement Learning in Sequential Social Dilemmas
  50. ICLR 2026Solving the 2-norm k-hyperplane clustering problem via multi-norm formulations

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。

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