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 1 / 3 页

1. CVPR 20242S-UDF: A Novel Two-stage UDF Learning Method for Robust Non-watertight Model Reconstruction from Multi-view Images
2. CVPR 2024360+x: A Panoptic Multi-modal Scene Understanding Dataset
3. CVPR 20243D Building Reconstruction from Monocular Remote Sensing Images with Multi-level Supervisions
4. CVPR 2024A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning
5. CVPR 2024Accurate Spatial Gene Expression Prediction by Integrating Multi-Resolution Features
6. CVPR 2024Action-slot: Visual Action-centric Representations for Multi-label Atomic Activity Recognition in Traffic Scenes
7. CVPR 2024ADA-Track: End-to-End Multi-Camera 3D Multi-Object Tracking with Alternating Detection and Association
8. CVPR 2024Adaptive Multi-Modal Cross-Entropy Loss for Stereo Matching
9. CVPR 2024Arbitrary Motion Style Transfer with Multi-condition Motion Latent Diffusion Model
10. CVPR 2024Attentive Illumination Decomposition Model for Multi-Illuminant White Balancing
11. CVPR 2024Boosting Adversarial Training via Fisher-Rao Norm-based Regularization
12. CVPR 2024Category-Level Multi-Part Multi-Joint 3D Shape Assembly
13. CVPR 2024Class Incremental Learning with Multi-Teacher Distillation
14. CVPR 2024CN-RMA: Combined Network with Ray Marching Aggregation for 3D Indoor Object Detection from Multi-view Images
15. CVPR 2024ConsistNet: Enforcing 3D Consistency for Multi-view Images Diffusion
16. CVPR 2024Contrastive Learning for DeepFake Classification and Localization via Multi-Label Ranking
17. CVPR 2024CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion Models
18. CVPR 2024DeconfuseTrack: Dealing with Confusion for Multi-Object Tracking
19. CVPR 2024Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction
20. CVPR 2024Differentiable Information Bottleneck for Deterministic Multi-view Clustering
21. CVPR 2024DiffusionRegPose: Enhancing Multi-Person Pose Estimation using a Diffusion-Based End-to-End Regression Approach
22. CVPR 2024Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring
23. CVPR 2024EFHQ: Multi-purpose ExtremePose-Face-HQ dataset
24. CVPR 2024Embodied Multi-Modal Agent trained by an LLM from a Parallel TextWorld
25. CVPR 2024EmbodiedScan: A Holistic Multi-Modal 3D Perception Suite Towards Embodied AI
26. CVPR 2024EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusion
27. CVPR 2024Equivariant Multi-Modality Image Fusion
28. CVPR 2024ERMVP: Communication-Efficient and Collaboration-Robust Multi-Vehicle Perception in Challenging Environments
29. CVPR 2024ESR-NeRF: Emissive Source Reconstruction Using LDR Multi-view Images
30. CVPR 2024Event-based Visible and Infrared Fusion via Multi-task Collaboration
31. CVPR 2024Focus on Your Instruction: Fine-grained and Multi-instruction Image Editing by Attention Modulation
32. CVPR 2024Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic Architecture
33. CVPR 2024GeoAuxNet: Towards Universal 3D Representation Learning for Multi-sensor Point Clouds
34. CVPR 2024GOAT-Bench: A Benchmark for Multi-Modal Lifelong Navigation
35. CVPR 2024GRAM: Global Reasoning for Multi-Page VQA
36. CVPR 2024Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection
37. CVPR 2024HoloVIC: Large-scale Dataset and Benchmark for Multi-Sensor Holographic Intersection and Vehicle-Infrastructure Cooperative
38. CVPR 2024HouseCat6D - A Large-Scale Multi-Modal Category Level 6D Object Perception Dataset with Household Objects in Realistic Scenarios
39. CVPR 2024Improving Training Efficiency of Diffusion Models via Multi-Stage Framework and Tailored Multi-Decoder Architecture
40. CVPR 2024Instruct-ReID: A Multi-purpose Person Re-identification Task with Instructions
41. CVPR 2024Investigating and Mitigating the Side Effects of Noisy Views for Self-Supervised Clustering Algorithms in Practical Multi-View Scenarios
42. CVPR 2024Joint-Task Regularization for Partially Labeled Multi-Task Learning
43. CVPR 2024Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment
44. CVPR 2024Learn from View Correlation: An Anchor Enhancement Strategy for Multi-view Clustering
45. CVPR 2024Learning Instance-Aware Correspondences for Robust Multi-Instance Point Cloud Registration in Cluttered Scenes
46. CVPR 2024Learning to Select Views for Efficient Multi-View Understanding
47. CVPR 2024Living Scenes: Multi-object Relocalization and Reconstruction in Changing 3D Environments
48. CVPR 2024Low-Rank Approximation for Sparse Attention in Multi-Modal LLMs
49. CVPR 2024M&M VTO: Multi-Garment Virtual Try-On and Editing
50. CVPR 2024Magic Tokens: Select Diverse Tokens for Multi-modal Object Re-Identification

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。