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 105 篇，第 2 / 3 页

51. CVPR 2024Mask4Align: Aligned Entity Prompting with Color Masks for Multi-Entity Localization Problems
52. CVPR 2024MaxQ: Multi-Axis Query for N:M Sparsity Network
53. CVPR 2024MCPNet: An Interpretable Classifier via Multi-Level Concept Prototypes
54. CVPR 2024MiKASA: Multi-Key-Anchor & Scene-Aware Transformer for 3D Visual Grounding
55. CVPR 2024ModaVerse: Efficiently Transforming Modalities with LLMs
56. CVPR 2024MOHO: Learning Single-view Hand-held Object Reconstruction with Multi-view Occlusion-Aware Supervision
57. CVPR 2024MoST: Multi-Modality Scene Tokenization for Motion Prediction
58. CVPR 2024MP5: A Multi-modal Open-ended Embodied System in Minecraft via Active Perception
59. CVPR 2024mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration
60. CVPR 2024Multi-agent Collaborative Perception via Motion-aware Robust Communication Network
61. CVPR 2024Multi-agent Long-term 3D Human Pose Forecasting via Interaction-aware Trajectory Conditioning
62. CVPR 2024Multi-Modal Proxy Learning Towards Personalized Visual Multiple Clustering
63. CVPR 2024Multi-Object Tracking in the Dark
64. CVPR 2024Multi-Scale 3D Gaussian Splatting for Anti-Aliased Rendering
65. CVPR 2024Multi-Session SLAM with Differentiable Wide-Baseline Pose Optimization
66. CVPR 2024Multi-View Attentive Contextualization for Multi-View 3D Object Detection
67. CVPR 2024Multiview Aerial Visual RECognition (MAVREC): Can Multi-view Improve Aerial Visual Perception?
68. CVPR 2024MuRF: Multi-Baseline Radiance Fields
69. CVPR 2024MVCPS-NeuS: Multi-view Constrained Photometric Stereo for Neural Surface Reconstruction
70. CVPR 2024MVIP-NeRF: Multi-view 3D Inpainting on NeRF Scenes via Diffusion Prior
71. CVPR 2024NeLF-Pro: Neural Light Field Probes for Multi-Scale Novel View Synthesis
72. CVPR 2024OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation
73. CVPR 2024Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation
74. CVPR 2024OVMR: Open-Vocabulary Recognition with Multi-Modal References
75. CVPR 2024Person-in-WiFi 3D: End-to-End Multi-Person 3D Pose Estimation with Wi-Fi
76. CVPR 2024Pink: Unveiling the Power of Referential Comprehension for Multi-modal LLMs
77. CVPR 2024Pixel-level Semantic Correspondence through Layout-aware Representation Learning and Multi-scale Matching Integration
78. CVPR 2024Promptable Behaviors: Personalizing Multi-Objective Rewards from Human Preferences
79. CVPR 2024Rethinking Diffusion Model for Multi-Contrast MRI Super-Resolution
80. CVPR 2024Rethinking Multi-view Representation Learning via Distilled Disentangling
81. CVPR 2024Rethinking Transformers Pre-training for Multi-Spectral Satellite Imagery
82. CVPR 2024Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer
83. CVPR 2024RNb-NeuS: Reflectance and Normal-based Multi-View 3D Reconstruction
84. CVPR 2024RTMO: Towards High-Performance One-Stage Real-Time Multi-Person Pose Estimation
85. CVPR 2024S2MVTC: a Simple yet Efficient Scalable Multi-View Tensor Clustering
86. CVPR 2024SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking
87. CVPR 2024Self-Supervised Multi-Object Tracking with Path Consistency
88. CVPR 2024SelfPose3d: Self-Supervised Multi-Person Multi-View 3d Pose Estimation
89. CVPR 2024Sharingan: A Transformer Architecture for Multi-Person Gaze Following
90. CVPR 2024Slice3D: Multi-Slice Occlusion-Revealing Single View 3D Reconstruction
91. CVPR 2024SPAD: Spatially Aware Multi-View Diffusers
92. CVPR 2024SuperNormal: Neural Surface Reconstruction via Multi-View Normal Integration
93. CVPR 2024Suppress and Rebalance: Towards Generalized Multi-Modal Face Anti-Spoofing
94. CVPR 2024TAMM: TriAdapter Multi-Modal Learning for 3D Shape Understanding
95. CVPR 2024TeMO: Towards Text-Driven 3D Stylization for Multi-Object Meshes
96. CVPR 2024Towards Calibrated Multi-label Deep Neural Networks
97. CVPR 2024Towards Generalizable Multi-Object Tracking
98. CVPR 2024TULIP: Multi-camera 3D Precision Assessment of Parkinson's Disease
99. CVPR 2024Unsupervised Gaze Representation Learning from Multi-view Face Images
100. CVPR 2024View-Category Interactive Sharing Transformer for Incomplete Multi-View Multi-Label Learning

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。