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 8 / 43 页

  1. ICML 2026ASTRA: Communication-Efficient Acceleration for Multi-Device Transformer Inference
  2. ICML 2026Attention Implements the Fisher Geometry of Exponential Families
  3. ICML 2026Automata-Conditioned Cooperative Multi-Agent Reinforcement Learning
  4. ICML 2026AutoMS: Multi-Agent Evolutionary Search for Cross-Physics Inverse Microstructure Design
  5. ICML 2026Beyond Correctness: Distance-Based Social Dynamics of Multi-Agent Debate
  6. ICML 2026Beyond Gemini-3-Pro: Revisiting LLM Routing and Aggregation at Scale
  7. ICML 2026Beyond Magnitude: Scale-Invariant Evidential Fusion for Multi-View Classification
  8. ICML 2026Beyond Majority Voting: LLM Aggregation by Leveraging Higher-Order Information
  9. ICML 2026BioAgent Bench: An AI Agent Evaluation Suite for Bioinformatics
  10. ICML 2026Causal Detection of Multi-Step LLM Agent Attacks
  11. ICML 2026Causal Disentangled Anchor Learning for Scalable Fair Multi-view Clustering
  12. ICML 2026CausalGame: Benchmarking Causal Thinking of LLM Agents in Games
  13. ICML 2026CG-MLLM: Captioning and Generating 3D content via Multi-modal Large Language Models
  14. ICML 2026Collaborative Disagreement Resolution for Scalable Oversight
  15. ICML 2026Constrained Multi-Objective Reinforcement Learning with Max-Min Criterion
  16. ICML 2026Contractive Anchor Resolvent Diffusion for Incomplete Multi-View Clustering
  17. ICML 2026CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems
  18. ICML 2026CyberJurors: A Multi-Agent Simulation Task for E-Commerce Disputes Verdict
  19. ICML 2026Cycle-of-Science: Reliable Reasoning through Counterfactual Verification for Agent Decision Making
  20. ICML 2026Darwinian Memory: A Training-Free Self-Regulating Memory System for GUI Agent Evolution
  21. ICML 2026Data Agent: Learning to Select Data via End-to-End Dynamic Optimization
  22. ICML 2026Data-driven Mixed Integer Optimization through Probabilistic Multi-variable Branching
  23. ICML 2026daVinci-Dev: Agent-native Mid-training for Software Engineering
  24. ICML 2026De-Linearizing Agent Traces: Bayesian Inference of Latent Partial Orders for Efficient Execution
  25. ICML 2026Decentralized and Disentangled Task–Role Representation Learning for Generalizable Offline Multi-Agent Meta Reinforcement Learning
  26. ICML 2026DECOR: Learning to Decompose and Collaborate in Deep Search via Multi-Agent Reinforcement Learning
  27. ICML 2026Deep Learning of Compositional Targets with Hierarchical Spectral Methods
  28. ICML 2026Deep Multi-view Graph Clustering via Attribute-aware Bidirectional Structural Refinement and Pseudo-label Guided Multi-level Fusion
  29. ICML 2026Demystifying the Optimal Fair Classifier in Multi-Class Classification
  30. ICML 2026Detecting Perspective Shifts in Multi-Agent Systems
  31. ICML 2026DGG-HMR: Multi-Person Human Mesh Recovery with Depth-Guided Geometric Anchoring
  32. ICML 2026Discretely-Refined Multi-view Clustering via Aligned Anchor Learning
  33. ICML 2026Distributionally Robust Markov Games with Average Reward
  34. ICML 2026DLM: Unified Decision Language Model for Offline Multi-Agent Sequential Decision Making
  35. ICML 2026Domain Restriction via SAE Multi-Layer Transitions
  36. ICML 2026DRIFT-BENCH: Diagnosing CoopeRative Breakdowns in LLM Agents under Input Faults via Multi-Turn Interaction
  37. ICML 2026Dual Latent Memory for Visual Multi-agent System
  38. ICML 2026Dual-Calibration Multi-View Clustering via Compact Anchor Learning
  39. ICML 2026Dual-channel Dynamic Graph Neural Networks with Adaptive Adjacency Learning and Multi-scale Representation Fusion
  40. ICML 2026Dual-stage Contrastive Learning-enhanced Multi-view Variational Clustering
  41. ICML 2026E-mem: Multi-Agent Based Episodic Context Reconstruction for LLM Agent Memory
  42. ICML 2026EduMirror: Modeling Educational Social Dynamics with Value-driven Multi-agent Simulation
  43. ICML 2026Efficient Multi-Agent Reasoning via Confidence-Guided Adaptive Debate
  44. ICML 2026Emergence of Biased Consensus in Multi-Agent LLM Debates
  45. ICML 2026Enhanced Multi-Instance Partial Label Learning via Average Gradient Outer Product
  46. ICML 2026Entangled No More: Multi-Domain Decoupling for Robust Dynamic Graph Neural Networks
  47. ICML 2026Epistemic Gain, Aleatoric Cost: Uncertainty Decomposition in Multi-Agent Debate for Math Reasoning
  48. ICML 2026Evaluating and Steering Modality Preferences in Multi-modal LLMs
  49. ICML 2026Evolving Interpretable Constitutions for Multi-Agent Coordination
  50. ICML 2026EvoMAS: Evolutionary Generation of Multi-Agent Systems

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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