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 91 篇，第 1 / 2 页

1. ICLR 2025A Multi-Power Law for Loss Curve Prediction Across Learning Rate Schedules
2. ICLR 2025A-Bench: Are LMMs Masters at Evaluating AI-generated Images?
3. ICLR 2025ACC-Collab: An Actor-Critic Approach to Multi-Agent LLM Collaboration
4. ICLR 2025Agent Skill Acquisition for Large Language Models via CycleQD
5. ICLR 2025Agent-Oriented Planning in Multi-Agent Systems
6. ICLR 2025Agent-to-Sim: Learning Interactive Behavior Models from Casual Longitudinal Videos
7. ICLR 2025AgentOccam: A Simple Yet Strong Baseline for LLM-Based Web Agents
8. ICLR 2025AgentRefine: Enhancing Agent Generalization through Refinement Tuning
9. ICLR 2025Agents' Room: Narrative Generation through Multi-step Collaboration
10. ICLR 2025AgentTrek: Agent Trajectory Synthesis via Guiding Replay with Web Tutorials
11. ICLR 2025Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models
12. ICLR 2025AutoDAN-Turbo: A Lifelong Agent for Strategy Self-Exploration to Jailbreak LLMs
13. ICLR 2025Balanced Ranking with Relative Centrality: A multi-core periphery perspective
14. ICLR 2025Bayesian Analysis of Combinatorial Gaussian Process Bandits
15. ICLR 2025BEEM: Boosting Performance of Early Exit DNNs using Multi-Exit Classifiers as Experts
16. ICLR 2025Breaking Mental Set to Improve Reasoning through Diverse Multi-Agent Debate
17. ICLR 2025CaPo: Cooperative Plan Optimization for Efficient Embodied Multi-Agent Cooperation
18. ICLR 2025CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL
19. ICLR 2025Classic but Everlasting: Traditional Gradient-Based Algorithms Converge Fast Even in Time-Varying Multi-Player Games
20. ICLR 2025CofCA: A STEP-WISE Counterfactual Multi-hop QA benchmark
21. ICLR 2025COMBO: Compositional World Models for Embodied Multi-Agent Cooperation
22. ICLR 2025Competing Large Language Models in Multi-Agent Gaming Environments
23. ICLR 2025CoMRes: Semi-Supervised Time Series Forecasting Utilizing Consensus Promotion of Multi-Resolution
24. ICLR 2025COPER: Correlation-based Permutations for Multi-View Clustering
25. ICLR 2025Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems
26. ICLR 2025DelTA: An Online Document-Level Translation Agent Based on Multi-Level Memory
27. ICLR 2025Direct Post-Training Preference Alignment for Multi-Agent Motion Generation Model Using Implicit Feedback from Pre-training Demonstrations
28. ICLR 2025Discriminator-Guided Embodied Planning for LLM Agent
29. ICLR 2025DistRL: An Asynchronous Distributed Reinforcement Learning Framework for On-Device Control Agent
30. ICLR 2025Divergence-Regularized Discounted Aggregation: Equilibrium Finding in Multiplayer Partially Observable Stochastic Games
31. ICLR 2025Do as We Do, Not as You Think: the Conformity of Large Language Models
32. ICLR 2025Do LLM Agents Have Regret? A Case Study in Online Learning and Games
33. ICLR 2025DUET: Decentralized Bilevel Optimization without Lower-Level Strong Convexity
34. ICLR 2025Duoduo CLIP: Efficient 3D Understanding with Multi-View Images
35. ICLR 2025EC-Diffuser: Multi-Object Manipulation via Entity-Centric Behavior Generation
36. ICLR 2025EFFICIENT JAILBREAK ATTACK SEQUENCES ON LARGE LANGUAGE MODELS VIA MULTI-ARMED BANDIT-BASED CONTEXT SWITCHING
37. ICLR 2025EgoSim: Egocentric Exploration in Virtual Worlds with Multi-modal Conditioning
38. ICLR 2025EMOS: Embodiment-aware Heterogeneous Multi-robot Operating System with LLM Agents
39. ICLR 2025Flow: Modularized Agentic Workflow Automation
40. ICLR 2025Fourier Head: Helping Large Language Models Learn Complex Probability Distributions
41. ICLR 2025From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks
42. ICLR 2025Generalized Principal-Agent Problem with a Learning Agent
43. ICLR 2025GOAL: A Generalist Combinatorial Optimization Agent Learner
44. ICLR 2025Graph Neural Networks Gone Hogwild
45. ICLR 2025Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
46. ICLR 2025Hypothetical Minds: Scaffolding Theory of Mind for Multi-Agent Tasks with Large Language Models
47. ICLR 2025ILLUSION: Unveiling Truth with a Comprehensive Multi-Modal, Multi-Lingual Deepfake Dataset
48. ICLR 2025Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence
49. ICLR 2025IntersectionZoo: Eco-driving for Benchmarking Multi-Agent Contextual Reinforcement Learning
50. ICLR 2025Inverse Attention Agents for Multi-Agent Systems

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。