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 4 / 43 页

  1. CVPR 2026TaskForce Cooperative Multi-agent Reinforcement Learning for Multi-task Optimization
  2. CVPR 2026TeFlow Enabling Multi-frame Supervision for Self-Supervised Feed-forward Scene Flow Estimation
  3. CVPR 2026Temporal Interaction in Spiking Transformers with Multi-Delay Mixer
  4. CVPR 2026The Consistency Critic Correcting Inconsistencies in Generated Images via Reference-Guided
  5. CVPR 2026Think Then Verify A Hypothesis-Verification Multi-Agent Framework for Long Video
  6. CVPR 2026TopoMA Topology-Guided Multi-Agent Dense RGB 3D Reconstruction via Distributed Inference
  7. CVPR 2026Towards Balanced Multi-Modal Learning in 3D Human Pose Estimation
  8. CVPR 2026Towards Robust Multi-Modal Semantic Segmentation with Teacher-Student Framework and Hybrid
  9. CVPR 2026TROPHIES Temporal Reconstruction of Places Humans and Cameras from Multi-view
  10. CVPR 2026Unifying Precise Keyframes and Semantic Control via Multi-level Diffusion
  11. CVPR 2026Universal Guideline-Driven Image Clustering via a Hybrid LLM Agent
  12. CVPR 2026Unsupervised Multi-agent and Single-agent Perception from Cooperative Views
  13. CVPR 2026VGGT-Det Mining VGGT Internal Priors for Sensor-Geometry-Free Multi-View Indoor 3D
  14. CVPR 2026ViBES A Conversational Agent with Behaviorally-Intelligent 3D Virtual Body
  15. CVPR 2026VideoChat-M1 Collaborative Policy Planning for Video Understanding via Multi-Agent Reinforcement
  16. CVPR 2026VideoSeek Long-Horizon Video Agent with Tool-Guided Seeking
  17. CVPR 2026Visual Document Understanding and Reasoning A Multi-Agent Collaboration Framework with
  18. CVPR 2026VS-Bench Evaluating VLMs for Strategic Abilities in Multi-Agent Environments
  19. CVPR 2026VULCAN Tool-Augmented Multi Agents for Iterative 3D Object Arrangement
  20. CVPR 2026WeatherCity Urban Scene Reconstruction with Controllable Multi-Weather Transformation
  21. CVPR 2026When CLIP Sees More It Fights Back Harder Multi-View Guided
  22. CVPR 2026Will Multimodal Models Be Dazzled by Multi-Image Visual Puzzles
  23. ICLR 2026A Framework for Studying AI Agent Behavior: Evidence from Consumer Choice Experiments
  24. ICLR 2026A Generalized Geometric Theoretical Framework of Centroid Discriminant Analysis for Linear Classification of Multi-dimensional Data
  25. ICLR 2026A$^2$Search: Ambiguity-Aware Question Answering with Reinforcement Learning
  26. ICLR 2026A2ASecBench: A Protocol-Aware Security Benchmark for Agent-to-Agent Multi-Agent Systems
  27. ICLR 2026Adaptive Collaboration with Humans: Metacognitive Policy Optimization for Multi-Agent LLMs with Continual Learning
  28. ICLR 2026Advancing Multi-agent Traffic Simulation via R1-Style Reinforcement Fine-Tuning
  29. ICLR 2026Aegis: Automated Error Generation and Identification for Multi-Agent Systems
  30. ICLR 2026Agent Data Protocol
  31. ICLR 2026AgentGym-RL: An Open-Source Framework to Train LLM Agents for Long-Horizon Decision Making via Multi-Turn RL
  32. ICLR 2026AI-for-Science Low-code Platform with Bayesian Adversarial Multi-Agent Framework
  33. ICLR 2026All-day Multi-scenes Lifelong Vision-and-Language Navigation with Tucker Adaptation
  34. ICLR 2026ARMs: Adaptive Red-Teaming Agent against Multimodal Models with Plug-and-Play Attacks
  35. ICLR 2026ATLAS: Constraints-Aware Multi-Agent Collaboration for Real-World Travel Planning
  36. ICLR 2026Back to Square Roots: An Optimal Bound on the Matrix Factorization Error for Multi-Epoch Differentially Private SGD
  37. ICLR 2026Benchmarking Multi-Agent Reinforcement Learning in Power Grid Operations
  38. ICLR 2026Beyond Multi-Token Prediction: Pretraining LLMs with Future Summaries
  39. ICLR 2026Breaking and Fixing Defenses Against Control Flow Hijacking in Multi-Agent Systems
  40. ICLR 2026Calibrated Information Bottleneck for Trusted Multi-modal Clustering
  41. ICLR 2026Can Language Models Discover Scaling Laws?
  42. ICLR 2026CARD: Towards Conditional Design of Multi-agent Topological Structures
  43. ICLR 2026CellAgent: LLM-Driven Multi-Agent Framework for Natural Language-Based Single-Cell Analysis
  44. ICLR 2026CHAMMI-75: pre-training multi-channel models with heterogeneous microscopy images
  45. ICLR 2026ChatInject: Abusing Chat Templates for Prompt Injection in LLM Agents
  46. ICLR 2026CoAct-1: Computer-using Multi-agent System with Coding Actions
  47. ICLR 2026CoDA: Agentic Systems for Collaborative Data Visualization
  48. ICLR 2026CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control
  49. ICLR 2026CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards
  50. ICLR 2026Completing Missing Annotation: Multi-Agent Debate for Accurate and Scalable Relevant Assessment for IR Benchmarks

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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