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 37 / 43 页

  1. NeurIPS 2024Semi-supervised Knowledge Transfer Across Multi-omic Single-cell Data
  2. NeurIPS 2024Semi-supervised Multi-label Learning with Balanced Binary Angular Margin Loss
  3. NeurIPS 2024SMART: Scalable Multi-agent Real-time Motion Generation via Next-token Prediction
  4. NeurIPS 2024Solving Zero-Sum Markov Games with Continuous State via Spectral Dynamic Embedding
  5. NeurIPS 2024Strategic Multi-Armed Bandit Problems Under Debt-Free Reporting
  6. NeurIPS 2024TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs
  7. NeurIPS 2024The Dormant Neuron Phenomenon in Multi-Agent Reinforcement Learning Value Factorization
  8. NeurIPS 2024Towards Neuron Attributions in Multi-Modal Large Language Models
  9. NeurIPS 2024Transformers as Game Players: Provable In-context Game-playing Capabilities of Pre-trained Models
  10. NeurIPS 2024Unified Insights: Harnessing Multi-modal Data for Phenotype Imputation via View Decoupling
  11. NeurIPS 2024Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training
  12. NeurIPS 2024Variation Spaces for Multi-Output Neural Networks: Insights on Multi-Task Learning and Network Compression
  13. NeurIPS 2024WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control
  14. NeurIPS 2024WhodunitBench: Evaluating Large Multimodal Agents via Murder Mystery Games
  15. NeurIPS 2024ZSC-Eval: An Evaluation Toolkit and Benchmark for Multi-agent Zero-shot Coordination
  16. CVPR 20233D Concept Learning and Reasoning From Multi-View Images
  17. CVPR 20233Mformer: Multi-Order Multi-Mode Transformer for Skeletal Action Recognition
  18. CVPR 2023A Dynamic Multi-Scale Voxel Flow Network for Video Prediction
  19. CVPR 2023A Light Touch Approach to Teaching Transformers Multi-View Geometry
  20. CVPR 2023Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo
  21. CVPR 2023AeDet: Azimuth-Invariant Multi-View 3D Object Detection
  22. CVPR 2023Batch Model Consolidation: A Multi-Task Model Consolidation Framework
  23. CVPR 2023BiCro: Noisy Correspondence Rectification for Multi-Modality Data via Bi-Directional Cross-Modal Similarity Consistency
  24. CVPR 2023Black-Box Sparse Adversarial Attack via Multi-Objective Optimisation
  25. CVPR 2023Bridging the Gap Between Model Explanations in Partially Annotated Multi-Label Classification
  26. CVPR 2023CAPE: Camera View Position Embedding for Multi-View 3D Object Detection
  27. CVPR 2023Chat2Map: Efficient Scene Mapping From Multi-Ego Conversations
  28. CVPR 2023Class Prototypes Based Contrastive Learning for Classifying Multi-Label and Fine-Grained Educational Videos
  29. CVPR 2023CutMIB: Boosting Light Field Super-Resolution via Multi-View Image Blending
  30. CVPR 2023D2Former: Jointly Learning Hierarchical Detectors and Contextual Descriptors via Agent-Based Transformers
  31. CVPR 2023Decentralized Learning With Multi-Headed Distillation
  32. CVPR 2023Deep Incomplete Multi-View Clustering With Cross-View Partial Sample and Prototype Alignment
  33. CVPR 2023DeGPR: Deep Guided Posterior Regularization for Multi-Class Cell Detection and Counting
  34. CVPR 2023Detecting and Grounding Multi-Modal Media Manipulation
  35. CVPR 2023Dynamic Neural Network for Multi-Task Learning Searching Across Diverse Network Topologies
  36. CVPR 2023EqMotion: Equivariant Multi-Agent Motion Prediction With Invariant Interaction Reasoning
  37. CVPR 2023Exploring and Exploiting Uncertainty for Incomplete Multi-View Classification
  38. CVPR 2023Exploring Structured Semantic Prior for Multi Label Recognition With Incomplete Labels
  39. CVPR 2023FJMP: Factorized Joint Multi-Agent Motion Prediction Over Learned Directed Acyclic Interaction Graphs
  40. CVPR 2023Focus on Details: Online Multi-Object Tracking With Diverse Fine-Grained Representation
  41. CVPR 2023G-MSM: Unsupervised Multi-Shape Matching With Graph-Based Affinity Priors
  42. CVPR 2023Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement
  43. CVPR 2023GCFAgg: Global and Cross-View Feature Aggregation for Multi-View Clustering
  44. CVPR 2023GeoMVSNet: Learning Multi-View Stereo With Geometry Perception
  45. CVPR 2023High-Fidelity 3D GAN Inversion by Pseudo-Multi-View Optimization
  46. CVPR 2023Highly Confident Local Structure Based Consensus Graph Learning for Incomplete Multi-View Clustering
  47. CVPR 2023Implicit View-Time Interpolation of Stereo Videos Using Multi-Plane Disparities and Non-Uniform Coordinates
  48. CVPR 2023Indescribable Multi-Modal Spatial Evaluator
  49. CVPR 2023Instant Multi-View Head Capture Through Learnable Registration
  50. CVPR 2023Interventional Bag Multi-Instance Learning on Whole-Slide Pathological Images

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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