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 106 篇，第 1 / 3 页

1. CVPR 20233D Concept Learning and Reasoning From Multi-View Images
2. CVPR 20233Mformer: Multi-Order Multi-Mode Transformer for Skeletal Action Recognition
3. CVPR 2023A Dynamic Multi-Scale Voxel Flow Network for Video Prediction
4. CVPR 2023A Light Touch Approach to Teaching Transformers Multi-View Geometry
5. CVPR 2023Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo
6. CVPR 2023AeDet: Azimuth-Invariant Multi-View 3D Object Detection
7. CVPR 2023Batch Model Consolidation: A Multi-Task Model Consolidation Framework
8. CVPR 2023BiCro: Noisy Correspondence Rectification for Multi-Modality Data via Bi-Directional Cross-Modal Similarity Consistency
9. CVPR 2023Black-Box Sparse Adversarial Attack via Multi-Objective Optimisation
10. CVPR 2023Bridging the Gap Between Model Explanations in Partially Annotated Multi-Label Classification
11. CVPR 2023CAPE: Camera View Position Embedding for Multi-View 3D Object Detection
12. CVPR 2023Chat2Map: Efficient Scene Mapping From Multi-Ego Conversations
13. CVPR 2023Class Prototypes Based Contrastive Learning for Classifying Multi-Label and Fine-Grained Educational Videos
14. CVPR 2023CutMIB: Boosting Light Field Super-Resolution via Multi-View Image Blending
15. CVPR 2023D2Former: Jointly Learning Hierarchical Detectors and Contextual Descriptors via Agent-Based Transformers
16. CVPR 2023Decentralized Learning With Multi-Headed Distillation
17. CVPR 2023Deep Incomplete Multi-View Clustering With Cross-View Partial Sample and Prototype Alignment
18. CVPR 2023DeGPR: Deep Guided Posterior Regularization for Multi-Class Cell Detection and Counting
19. CVPR 2023Detecting and Grounding Multi-Modal Media Manipulation
20. CVPR 2023Dynamic Neural Network for Multi-Task Learning Searching Across Diverse Network Topologies
21. CVPR 2023EqMotion: Equivariant Multi-Agent Motion Prediction With Invariant Interaction Reasoning
22. CVPR 2023Exploring and Exploiting Uncertainty for Incomplete Multi-View Classification
23. CVPR 2023Exploring Structured Semantic Prior for Multi Label Recognition With Incomplete Labels
24. CVPR 2023FJMP: Factorized Joint Multi-Agent Motion Prediction Over Learned Directed Acyclic Interaction Graphs
25. CVPR 2023Focus on Details: Online Multi-Object Tracking With Diverse Fine-Grained Representation
26. CVPR 2023G-MSM: Unsupervised Multi-Shape Matching With Graph-Based Affinity Priors
27. CVPR 2023Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement
28. CVPR 2023GCFAgg: Global and Cross-View Feature Aggregation for Multi-View Clustering
29. CVPR 2023GeoMVSNet: Learning Multi-View Stereo With Geometry Perception
30. CVPR 2023High-Fidelity 3D GAN Inversion by Pseudo-Multi-View Optimization
31. CVPR 2023Highly Confident Local Structure Based Consensus Graph Learning for Incomplete Multi-View Clustering
32. CVPR 2023Implicit View-Time Interpolation of Stereo Videos Using Multi-Plane Disparities and Non-Uniform Coordinates
33. CVPR 2023Indescribable Multi-Modal Spatial Evaluator
34. CVPR 2023Instant Multi-View Head Capture Through Learnable Registration
35. CVPR 2023Interventional Bag Multi-Instance Learning on Whole-Slide Pathological Images
36. CVPR 2023IPCC-TP: Utilizing Incremental Pearson Correlation Coefficient for Joint Multi-Agent Trajectory Prediction
37. CVPR 2023Joint Video Multi-Frame Interpolation and Deblurring Under Unknown Exposure Time
38. CVPR 2023JRDB-Pose: A Large-Scale Dataset for Multi-Person Pose Estimation and Tracking
39. CVPR 2023Learning Joint Latent Space EBM Prior Model for Multi-Layer Generator
40. CVPR 2023Learning To Fuse Monocular and Multi-View Cues for Multi-Frame Depth Estimation in Dynamic Scenes
41. CVPR 2023Lite DETR: An Interleaved Multi-Scale Encoder for Efficient DETR
42. CVPR 2023M6Doc: A Large-Scale Multi-Format, Multi-Type, Multi-Layout, Multi-Language, Multi-Annotation Category Dataset for Modern Document Layout Analysis
43. CVPR 2023MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery
44. CVPR 2023MAIR: Multi-View Attention Inverse Rendering With 3D Spatially-Varying Lighting Estimation
45. CVPR 2023MarS3D: A Plug-and-Play Motion-Aware Model for Semantic Segmentation on Multi-Scan 3D Point Clouds
46. CVPR 2023MD-VQA: Multi-Dimensional Quality Assessment for UGC Live Videos
47. CVPR 2023MetaViewer: Towards a Unified Multi-View Representation
48. CVPR 2023MIST: Multi-Modal Iterative Spatial-Temporal Transformer for Long-Form Video Question Answering
49. CVPR 2023Mitigating Task Interference in Multi-Task Learning via Explicit Task Routing With Non-Learnable Primitives
50. CVPR 2023MMVC: Learned Multi-Mode Video Compression With Block-Based Prediction Mode Selection and Density-Adaptive Entropy Coding

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。