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 39 / 43 页

  1. CVPR 2023ScaleDet: A Scalable Multi-Dataset Object Detector
  2. CVPR 2023Simple Cues Lead to a Strong Multi-Object Tracker
  3. CVPR 2023Sparse Multi-Modal Graph Transformer With Shared-Context Processing for Representation Learning of Giga-Pixel Images
  4. CVPR 2023StarCraftImage: A Dataset for Prototyping Spatial Reasoning Methods for Multi-Agent Environments
  5. CVPR 2023Stimulus Verification Is a Universal and Effective Sampler in Multi-Modal Human Trajectory Prediction
  6. CVPR 2023StyleGAN Salon: Multi-View Latent Optimization for Pose-Invariant Hairstyle Transfer
  7. CVPR 2023Texts as Images in Prompt Tuning for Multi-Label Image Recognition
  8. CVPR 2023Towards All-in-One Pre-Training via Maximizing Multi-Modal Mutual Information
  9. CVPR 2023Towards Efficient Use of Multi-Scale Features in Transformer-Based Object Detectors
  10. CVPR 2023Towards Flexible Multi-Modal Document Models
  11. CVPR 2023Tunable Convolutions With Parametric Multi-Loss Optimization
  12. CVPR 2023Two-Way Multi-Label Loss
  13. CVPR 2023Understanding and Constructing Latent Modality Structures in Multi-Modal Representation Learning
  14. CVPR 2023Unite and Conquer: Plug & Play Multi-Modal Synthesis Using Diffusion Models
  15. CVPR 2023Video Dehazing via a Multi-Range Temporal Alignment Network With Physical Prior
  16. CVPR 2023Viewpoint Equivariance for Multi-View 3D Object Detection
  17. CVPR 2023ViP3D: End-to-End Visual Trajectory Prediction via 3D Agent Queries
  18. CVPR 2023Visual Prompt Multi-Modal Tracking
  19. CVPR 2023VolRecon: Volume Rendering of Signed Ray Distance Functions for Generalizable Multi-View Reconstruction
  20. CVPR 2023Weakly Supervised Monocular 3D Object Detection Using Multi-View Projection and Direction Consistency
  21. CVPR 2023X3KD: Knowledge Distillation Across Modalities, Tasks and Stages for Multi-Camera 3D Object Detection
  22. ICLR 2023$O(T^{-1})$ Convergence of Optimistic-Follow-the-Regularized-Leader in Two-Player Zero-Sum Markov Games
  23. ICLR 2023Achieving Near-Optimal Individual Regret & Low Communications in Multi-Agent Bandits
  24. ICLR 2023Adversarial Diversity in Hanabi
  25. ICLR 2023Agent-based Graph Neural Networks
  26. ICLR 2023An Additive Instance-Wise Approach to Multi-class Model Interpretation
  27. ICLR 2023Asynchronous Gradient Play in Zero-Sum Multi-agent Games
  28. ICLR 2023Can We Find Nash Equilibria at a Linear Rate in Markov Games?
  29. ICLR 2023Certifiably Robust Policy Learning against Adversarial Multi-Agent Communication
  30. ICLR 2023Cheap Talk Discovery and Utilization in Multi-Agent Reinforcement Learning
  31. ICLR 2023Collaborative Pure Exploration in Kernel Bandit
  32. ICLR 2023Discovering Generalizable Multi-agent Coordination Skills from Multi-task Offline Data
  33. ICLR 2023Effects of Graph Convolutions in Multi-layer Networks
  34. ICLR 2023Efficient Discrete Multi Marginal Optimal Transport Regularization
  35. ICLR 2023Enhancing Meta Learning via Multi-Objective Soft Improvement Functions
  36. ICLR 2023Fast Nonlinear Vector Quantile Regression
  37. ICLR 2023Generating Diverse Cooperative Agents by Learning Incompatible Policies
  38. ICLR 2023GoBigger: A Scalable Platform for Cooperative-Competitive Multi-Agent Interactive Simulation
  39. ICLR 2023Gradient Gating for Deep Multi-Rate Learning on Graphs
  40. ICLR 2023Is a Caption Worth a Thousand Images? A Study on Representation Learning
  41. ICLR 2023Learning multi-scale local conditional probability models of images
  42. ICLR 2023MACTA: A Multi-agent Reinforcement Learning Approach for Cache Timing Attacks and Detection
  43. ICLR 2023MAESTRO: Open-Ended Environment Design for Multi-Agent Reinforcement Learning
  44. ICLR 2023More Centralized Training, Still Decentralized Execution: Multi-Agent Conditional Policy Factorization
  45. ICLR 2023Multi-level Protein Structure Pre-training via Prompt Learning
  46. ICLR 2023Multi-Objective Reinforcement Learning: Convexity, Stationarity and Pareto Optimality
  47. ICLR 2023Multi-Rate VAE: Train Once, Get the Full Rate-Distortion Curve
  48. ICLR 2023Nearly Minimax Optimal Offline Reinforcement Learning with Linear Function Approximation: Single-Agent MDP and Markov Game
  49. ICLR 2023Offline Congestion Games: How Feedback Type Affects Data Coverage Requirement
  50. ICLR 2023Order Matters: Agent-by-agent Policy Optimization

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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