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 39 篇，第 1 / 1 页

1. ICLR 2024A Multi-Level Framework for Accelerating Training Transformer Models
2. ICLR 2024A Progressive Training Framework for Spiking Neural Networks with Learnable Multi-hierarchical Model
3. ICLR 2024AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors
4. ICLR 2024An Intuitive Multi-Frequency Feature Representation for SO(3)-Equivariant Networks
5. ICLR 2024ASMR: Activation-Sharing Multi-Resolution Coordinate Networks for Efficient Inference
6. ICLR 2024Augmenting Transformers with Recursively Composed Multi-grained Representations
7. ICLR 2024Building Cooperative Embodied Agents Modularly with Large Language Models
8. ICLR 2024ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate
9. ICLR 2024CivRealm: A Learning and Reasoning Odyssey in Civilization for Decision-Making Agents
10. ICLR 2024Consistent algorithms for multi-label classification with macro-at-$k$ metrics
11. ICLR 2024Consistent Multi-Class Classification from Multiple Unlabeled Datasets
12. ICLR 2024Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit
13. ICLR 2024Copula Conformal prediction for multi-step time series prediction
14. ICLR 2024Dual-Encoders for Extreme Multi-label Classification
15. ICLR 2024Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning
16. ICLR 2024Evaluating Language Model Agency Through Negotiations
17. ICLR 2024FedWon: Triumphing Multi-domain Federated Learning Without Normalization
18. ICLR 2024Learning Mean Field Games on Sparse Graphs: A Hybrid Graphex Approach
19. ICLR 2024Learning Multi-Faceted Prototypical User Interests
20. ICLR 2024Learning to Jointly Understand Visual and Tactile Signals
21. ICLR 2024MaGIC: Multi-modality Guided Image Completion
22. ICLR 2024Memorization Capacity of Multi-Head Attention in Transformers
23. ICLR 2024MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
24. ICLR 2024Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
25. ICLR 2024MogaNet: Multi-order Gated Aggregation Network
26. ICLR 2024Multi-granularity Correspondence Learning from Long-term Noisy Videos
27. ICLR 2024Multi-View Representation is What You Need for Point-Cloud Pre-Training
28. ICLR 2024MVSFormer++: Revealing the Devil in Transformer's Details for Multi-View Stereo
29. ICLR 2024Neural Neighborhood Search for Multi-agent Path Finding
30. ICLR 2024Performance Gaps in Multi-view Clustering under the Nested Matrix-Tensor Model
31. ICLR 2024Poly-View Contrastive Learning
32. ICLR 2024Sample-Efficiency in Multi-Batch Reinforcement Learning: The Need for Dimension-Dependent Adaptivity
33. ICLR 2024Select to Perfect: Imitating desired behavior from large multi-agent data
34. ICLR 2024Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes
35. ICLR 2024Towards Robust Multi-Modal Reasoning via Model Selection
36. ICLR 2024UC-NERF: Neural Radiance Field for Under-Calibrated Multi-View Cameras in Autonomous Driving
37. ICLR 2024Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift
38. ICLR 2024Uni-O4: Unifying Online and Offline Deep Reinforcement Learning with Multi-Step On-Policy Optimization
39. ICLR 2024Weaker MVI Condition: Extragradient Methods with Multi-Step Exploration

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。