多智能体 RL论文趋势 2023–2026

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。

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 2,126 篇，第 2 / 43 页

51. CVPR 2026GroundingME Exposing the Visual Grounding Gap in MLLMs through Multi-Dimensional
52. CVPR 2026HERBench A Benchmark for Multi-Evidence Integration in Video Question Answering
53. CVPR 2026HFR and HDR Video from Multi-Attenuated Spikes Using a Rapidly
54. CVPR 2026Hierarchical Attacks for Multi-Modal Multi-Agent Reasoning
55. CVPR 2026History to Future Evolving Agent with Experience and Thought for
56. CVPR 2026Human-Centric Multi-Exposure Fusion Benchmark and Bi-level Cognition Distillation Framework
57. CVPR 2026Imbalanced View Contribution Evaluation and Refinement for Deep Incomplete Multi-View
58. CVPR 2026InterAgent Physics-based Multi-agent Command Execution via Diffusion on Interaction Graphs
59. CVPR 2026iSHIFT Lightweight Slow-Fast GUI Agent with Adaptive Perception
60. CVPR 2026JarvisEvo Towards a Self-Evolving Photo Editing Agent with Synergistic Editor-Evaluator
61. CVPR 2026KVSmooth Mitigating Hallucination in Multi-modal Large Language Models through Key-Value
62. CVPR 2026LAMP Localization Aware Multi-camera People Tracking in Metric 3D World
63. CVPR 2026Learning Anchor in Dual Orthogonal Space for Fast Multi-view Clustering
64. CVPR 2026Learning Multi-View Spatial Reasoning from Cross-View Relations
65. CVPR 2026Learning to Adapt Self-Improving Web Agent via Cognitive-Aware Exploration
66. CVPR 2026Learning to Assist Physics-Grounded Human-Human Control via Multi-Agent Reinforcement Learning
67. CVPR 2026LUMINA A Multi-Vendor Mammography Benchmark with Energy Harmonization Protocol
68. CVPR 2026M3DLayout A Multi-Source Dataset of 3D Indoor Layouts and Structured
69. CVPR 2026M3Grounder Mask-Based Multi-Span and Multi-Granular Grounding for Document QA
70. CVPR 2026M4-RAG A Massive-Scale Multilingual Multi-Cultural Multimodal RAG
71. CVPR 2026MambaSIC Mamba-based Stereo Image Compression with Bi-directional Multi-reference Entropy Model
72. CVPR 2026MAMMA Markerless Accurate Multi-person Motion Acquisition
73. CVPR 2026MangoBench A Benchmark for Multi-Agent Goal-Conditioned Offline Reinforcement Learning
74. CVPR 2026MANSION Multi-floor lANguage-to-3D Scene generatIOn for loNg-horizon tasks
75. CVPR 2026MCHDoc A Comprehensive Benchmark for Reading Multi-Carrier Chinese Historical Documents
76. CVPR 2026MDCS-MoAME Multi-directional Composite Scanning with Mixture of Attention and Mamba
77. CVPR 2026MER-Tracker Towards High-Speed 3D Point Tracking via Multi-View Event-RGB Hybrid
78. CVPR 2026MergeVLA Cross-Skill Model Merging Toward a Generalist Vision-Language-Action Agent
79. CVPR 2026MFEN Multi-Frequency Expert Network for Visible-Infrared Person Re-ID
80. CVPR 2026MGDHand Multi-Granularity Prior-to-Inertial Distillation Framework for Sequential 3D Hand Pose
81. CVPR 2026MHopReg Efficient Hierarchical Multi-Hop Graph Search for Point Cloud Registration
82. CVPR 2026MMBench-GUI A Unified Hierarchical Evaluation Framework for Multi-Platform GUI Agents
83. CVPR 2026MMGait Towards Multi-Modal Gait Recognition
84. CVPR 2026Mocap-2-to-3 Multi-view Lifting for Monocular Motion Recovery with 2D Pretraining
85. CVPR 2026MoReGen Multi-Agent Motion-Reasoning Engine for Code-based Text-to-Video Synthesis
86. CVPR 2026MU-GeNeRF Multi-view Uncertainty-guided Generalizable Neural Radiance Fields for Distractor-aware Scene
87. CVPR 2026MuCo Multi-turn Contrastive Learning for Multimodal Embedding Model
88. CVPR 2026MUFASA A Multi-Layer Framework for Slot Attention
89. CVPR 2026Multi-Crit Benchmarking Multimodal Judges on Pluralistic Criteria-Following
90. CVPR 2026Multi-Hierarchical Contrastive Spectral Fusion for Multi-View Clustering
91. CVPR 2026Multi-Metric Representation Learning Strategy Based on Clustering for Fine-Grained Multimodal
92. CVPR 2026Multi-modal Frequency Decomposition Network for Semantic Scene Completion
93. CVPR 2026Multi-Modal Representation Learning via Semi-Supervised Rate Reduction for Generalized Category
94. CVPR 2026Multi-Patch Global-to-Local Transformer Architecture For Efficient Flow Matching and Diffusion
95. CVPR 2026Multi-Scale Gradient-Guided Unrolling Architecture with Adaptive Mamba for Compressive Sensing
96. CVPR 2026Multi-View Hierarchical Alignment Learning for Spatial Transcriptomics
97. CVPR 2026Multi-view Pyramid Transformer Look Coarser to See Broader
98. CVPR 2026MV-Fashion Towards Enabling Virtual Try-On and Size Estimation with Multi-View
99. CVPR 2026MV-RoMa From Pairwise Matching into Multi-View Track Reconstruction
100. CVPR 2026MV-TAP Tracking Any Point in Multi-View Videos

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。