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
- 多智能体 RL论文从 2023 年的 311 篇增长到 2026 年的 868 篇，三年间扩大到约 2.8 倍。
- NeurIPS 是发多智能体 RL论文最多的会议，2023–2026 年共 809 篇，占四个会议总量的 38%。
- 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 9 篇增至 2026 年的 70 篇。
- 在「博弈与规划」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的经典规划是 3.3 倍，多智能体 RL是 2.8 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 88 | 37 | 80 | 106 | 311 |
| 2024 | 147 | 39 | 82 | 105 | 373 |
| 2025 | 255 | 91 | 115 | 113 | 574 |
| 2026 | 319 | 153 | 224 | 172 | 868 |
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
- NeurIPS 20262-Step Agent: How a Bayesian Decision Maker Learns from AI-Decision Support
- ICML 2026A Causal Decomposition Approach for Fair Contextual Multi-Armed Bandits
- ICLR 2026Calibrated Information Bottleneck for Trusted Multi-modal Clustering
- CVPR 2026A Sanity Check for Multi-In-Domain Face Forgery Detection in the
- NeurIPS 2025Algorithms and SQ Lower Bounds for Robustly Learning Real-valued Multi-Index Models
- ICML 2025A Classification View on Meta Learning Bandits
- ICLR 2025BEEM: Boosting Performance of Early Exit DNNs using Multi-Exit Classifiers as Experts
- CVPR 2025All-Day Multi-Camera Multi-Target Tracking
- NeurIPS 2024A New Multi-Source Light Detection Benchmark and Semi-Supervised Focal Light Detection
- ICML 2024A Federated Stochastic Multi-level Compositional Minimax Algorithm for Deep AUC Maximization
- ICLR 2024An Intuitive Multi-Frequency Feature Representation for SO(3)-Equivariant Networks
- CVPR 2024DeconfuseTrack: Dealing with Confusion for Multi-Object Tracking
- NeurIPS 2023A Novel Approach for Effective Multi-View Clustering with Information-Theoretic Perspective
- ICML 2023A Framework for Adapting Offline Algorithms to Solve Combinatorial Multi-Armed Bandit Problems with Bandit Feedback
- ICLR 2023An Additive Instance-Wise Approach to Multi-class Model Interpretation
- CVPR 2023A Light Touch Approach to Teaching Transformers Multi-View Geometry
- NeurIPS 2026A Black-Box Reduction from Regret to Multi-Level Coverage
- ICML 2026A Consensus Anchor-guided Hypergraph Framework for Incomplete Multi-view Clustering
- ICLR 2026Confident Block Diagonal Structure-Aware Invariable Graph Completion for Incomplete Multi-view Clustering
- CVPR 2026Anti-Degradation Lifelong Multi-View Clustering
全部多智能体 RL论文
共 496 篇，第 6 / 10 页
- CVPR 2025MUSt3R: Multi-view Network for Stereo 3D Reconstruction
- CVPR 2025MVBoost: Boost 3D Reconstruction with Multi-View Refinement
- CVPR 2025MVDoppler-Pose: Multi-Modal Multi-View mmWave Sensing for Long-Distance Self-Occluded Human Walking Pose Estimation
- CVPR 2025MVSAnywhere: Zero-Shot Multi-View Stereo
- CVPR 2025NADER: Neural Architecture Design via Multi-Agent Collaboration
- CVPR 2025Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusion
- CVPR 2025Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos
- CVPR 2025Omnidirectional Multi-Object Tracking
- CVPR 2025OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts
- CVPR 2025PCDreamer: Point Cloud Completion Through Multi-view Diffusion Priors
- CVPR 2025Pippo: High-Resolution Multi-View Humans from a Single Image
- CVPR 2025PMNI: Pose-free Multi-view Normal Integration for Reflective and Textureless Surface Reconstruction
- CVPR 2025PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation
- CVPR 2025ProHOC: Probabilistic Hierarchical Out-of-Distribution Classification via Multi-Depth Networks
- CVPR 2025Resilient Sensor Fusion Under Adverse Sensor Failures via Multi-Modal Expert Fusion
- CVPR 2025Rethinking the Adversarial Robustness of Multi-Exit Neural Networks in an Attack-Defense Game
- CVPR 2025Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector
- CVPR 2025RobSense: A Robust Multi-modal Foundation Model for Remote Sensing with Static, Temporal, and Incomplete Data Adaptability
- CVPR 2025RoGSplat: Learning Robust Generalizable Human Gaussian Splatting from Sparse Multi-View Images
- CVPR 2025ROLL: Robust Noisy Pseudo-label Learning for Multi-View Clustering with Noisy Correspondence
- CVPR 2025SceneCrafter: Controllable Multi-View Driving Scene Editing
- CVPR 2025SeqMvRL: A Sequential Fusion Framework for Multi-view Representation Learning
- CVPR 2025ShowUI: One Vision-Language-Action Model for GUI Visual Agent
- CVPR 2025SocialMOIF: Multi-Order Intention Fusion for Pedestrian Trajectory Prediction
- CVPR 2025SpiritSight Agent: Advanced GUI Agent with One Look
- CVPR 2025SyncVP: Joint Diffusion for Synchronous Multi-Modal Video Prediction
- CVPR 2025Theory-Inspired Deep Multi-View Multi-Label Learning with Incomplete Views and Noisy Labels
- CVPR 2025Towards Consistent Multi-Task Learning: Unlocking the Potential of Task-Specific Parameters
- CVPR 2025Towards Optimizing Large-Scale Multi-Graph Matching in Bioimaging
- CVPR 2025TraF-Align: Trajectory-aware Feature Alignment for Asynchronous Multi-agent Perception
- CVPR 2025UMFN: Unified Multi-Domain Face Normalization for Joint Cross-domain Prototype Learning and Heterogeneous Face Recognition
- CVPR 2025Understanding Multi-layered Transmission Matrices
- CVPR 2025Unified Uncertainty-Aware Diffusion for Multi-Agent Trajectory Modeling
- CVPR 2025Unleashing the Potential of Consistency Learning for Detecting and Grounding Multi-Modal Media Manipulation
- CVPR 2025Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videos
- CVPR 20242S-UDF: A Novel Two-stage UDF Learning Method for Robust Non-watertight Model Reconstruction from Multi-view Images
- CVPR 2024360+x: A Panoptic Multi-modal Scene Understanding Dataset
- CVPR 20243D Building Reconstruction from Monocular Remote Sensing Images with Multi-level Supervisions
- CVPR 2024A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning
- CVPR 2024Accurate Spatial Gene Expression Prediction by Integrating Multi-Resolution Features
- CVPR 2024Action-slot: Visual Action-centric Representations for Multi-label Atomic Activity Recognition in Traffic Scenes
- CVPR 2024ADA-Track: End-to-End Multi-Camera 3D Multi-Object Tracking with Alternating Detection and Association
- CVPR 2024Adaptive Multi-Modal Cross-Entropy Loss for Stereo Matching
- CVPR 2024Arbitrary Motion Style Transfer with Multi-condition Motion Latent Diffusion Model
- CVPR 2024Attentive Illumination Decomposition Model for Multi-Illuminant White Balancing
- CVPR 2024Boosting Adversarial Training via Fisher-Rao Norm-based Regularization
- CVPR 2024Category-Level Multi-Part Multi-Joint 3D Shape Assembly
- CVPR 2024Class Incremental Learning with Multi-Teacher Distillation
- CVPR 2024CN-RMA: Combined Network with Ray Marching Aggregation for 3D Indoor Object Detection from Multi-view Images
- CVPR 2024ConsistNet: Enforcing 3D Consistency for Multi-view Images Diffusion
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"}
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。