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 115 篇，第 1 / 3 页

  1. ICML 2025A Classification View on Meta Learning Bandits
  2. ICML 2025A Peer-review Look on Multi-modal Clustering: An Information Bottleneck Realization Method
  3. ICML 2025A Unified Comparative Study with Generalized Conformity Scores for Multi-Output Conformal Regression
  4. ICML 2025Ad-Hoc Human-AI Coordination Challenge
  5. ICML 2025Adaptive Sample Sharing for Multi Agent Linear Bandits
  6. ICML 2025Agent Reviewers: Domain-specific Multimodal Agents with Shared Memory for Paper Review
  7. ICML 2025Agent Workflow Memory
  8. ICML 2025Agent-Centric Actor-Critic for Asynchronous Multi-Agent Reinforcement Learning
  9. ICML 2025An Effective and Secure Federated Multi-View Clustering Method with Information-Theoretic Perspective
  10. ICML 2025Are Large Language Models Ready for Multi-Turn Tabular Data Analysis?
  11. ICML 2025AssistanceZero: Scalably Solving Assistance Games
  12. ICML 2025Automatically Identify and Rectify: Robust Deep Contrastive Multi-view Clustering in Noisy Scenarios
  13. ICML 2025AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML
  14. ICML 2025BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing
  15. ICML 2025Beyond Minimax Rates in Group Distributionally Robust Optimization via a Novel Notion of Sparsity
  16. ICML 2025Beyond The Rainbow: High Performance Deep Reinforcement Learning on a Desktop PC
  17. ICML 2025Bifurcate then Alienate: Incomplete Multi-view Clustering via Coupled Distribution Learning with Linear Overhead
  18. ICML 2025Boosting Multi-Domain Fine-Tuning of Large Language Models through Evolving Interactions between Samples
  19. ICML 2025Boosting Virtual Agent Learning and Reasoning: A Step-Wise, Multi-Dimensional, and Generalist Reward Model with Benchmark
  20. ICML 2025Breaking the Curse of Multiagency in Robust Multi-Agent Reinforcement Learning
  21. ICML 2025BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling
  22. ICML 2025Code-Generated Graph Representations Using Multiple LLM Agents for Material Properties Prediction
  23. ICML 2025Concurrent Reinforcement Learning with Aggregated States via Randomized Least Squares Value Iteration
  24. ICML 2025Continuous-Time Analysis of Heavy Ball Momentum in Min-Max Games
  25. ICML 2025Core Knowledge Deficits in Multi-Modal Language Models
  26. ICML 2025Counterfactual Effect Decomposition in Multi-Agent Sequential Decision Making
  27. ICML 2025Cowpox: Towards the Immunity of VLM-based Multi-Agent Systems
  28. ICML 2025Craftium: Bridging Flexibility and Efficiency for Rich 3D Single- and Multi-Agent Environments
  29. ICML 2025Cross-environment Cooperation Enables Zero-shot Multi-agent Coordination
  30. ICML 2025Deep Fuzzy Multi-view Learning for Reliable Classification
  31. ICML 2025DipLLM: Fine-Tuning LLM for Strategic Decision-making in Diplomacy
  32. ICML 2025Distributionally Robust Multi-Agent Reinforcement Learning for Dynamic Chute Mapping
  33. ICML 2025DragSolver: A Multi-Scale Transformer for Real-World Automotive Drag Coefficient Estimation
  34. ICML 2025DSP: Dynamic Sequence Parallelism for Multi-Dimensional Transformers
  35. ICML 2025EARL-BO: Reinforcement Learning for Multi-Step Lookahead, High-Dimensional Bayesian Optimization
  36. ICML 2025Efficient Federated Incomplete Multi-View Clustering
  37. ICML 2025EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents
  38. ICML 2025EmoGrowth: Incremental Multi-label Emotion Decoding with Augmented Emotional Relation Graph
  39. ICML 2025Enhancing Cooperative Multi-Agent Reinforcement Learning with State Modelling and Adversarial Exploration
  40. ICML 2025EvoControl: Multi-Frequency Bi-Level Control for High-Frequency Continuous Control
  41. ICML 2025Fast Incomplete Multi-view Clustering by Flexible Anchor Learning
  42. ICML 2025Federated Incomplete Multi-view Clustering with Globally Fused Graph Guidance
  43. ICML 2025Finite-Time Global Optimality Convergence in Deep Neural Actor-Critic Methods for Decentralized Multi-Agent Reinforcement Learning
  44. ICML 2025From Debate to Equilibrium: Belief‑Driven Multi‑Agent LLM Reasoning via Bayesian Nash Equilibrium
  45. ICML 2025From Spectrum-free towards Baseline-view-free: Double-track Proximity Driven Multi-view Clustering
  46. ICML 2025Fundamental limits of learning in sequence multi-index models and deep attention networks: high-dimensional asymptotics and sharp thresholds
  47. ICML 2025G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
  48. ICML 2025GradPS: Resolving Futile Neurons in Parameter Sharing Network for Multi-Agent Reinforcement Learning
  49. ICML 2025GTR: A General, Multi-View, and Dynamic Framework for Trajectory Representation Learning
  50. ICML 2025How to Train Your Multi-Exit Model? Analyzing the Impact of Training Strategies

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