多智能体 RL论文趋势 2023–2026
博弈与 MARL
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,126 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 88 | 37 | 80 | 106 | 311 |
| 2024 | 147 | 39 | 82 | 105 | 373 |
| 2025 | 255 | 91 | 115 | 113 | 574 |
| 2026 | 319 | 153 | 224 | 172 | 868 |
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 2,126 篇，第 5 / 43 页
- ICLR 2026Confident Block Diagonal Structure-Aware Invariable Graph Completion for Incomplete Multi-view Clustering
- ICLR 2026Constant Degree Matrix-Driven Incomplete Multi-View Clustering via Connectivity-Structure and Embedding Tensor Learning
- ICLR 2026Constraint Matters: Multi-Modal Representation for Reducing Mixed-Integer Linear programming
- ICLR 2026Context Learning for Multi-Agent Discussion
- ICLR 2026Debiased and Denoised Projection Learning for Incomplete Multi-view Clustering
- ICLR 2026DecompGAIL: Learning Realistic Traffic Behaviors with Decomposed Multi-Agent Generative Adversarial Imitation Learning
- ICLR 2026DevOps-Gym: Benchmarking AI Agents in Software DevOps Cycle
- ICLR 2026Discovering Hierarchical Software Engineering Agents via Bandit Optimization
- ICLR 2026Distribution-Aware Multi-Granularity Phase Coding: Towards Lower Conversion Error for Spike-Driven Large Language Models
- ICLR 2026Don't Just Fine-tune the Agent, Tune the Environment
- ICLR 2026DoVer: Intervention-Driven Auto Debugging for LLM Multi-Agent Systems
- ICLR 2026Doxing via the Lens: Revealing Location-related Privacy Leakage on Multi-modal Large Reasoning Models
- ICLR 2026DRBench: A Realistic Benchmark for Enterprise Deep Research
- ICLR 2026Dynamic Speculative Agent Planning
- ICLR 2026EdiVal-Agent: An Object-Centric Framework for Automated, Fine-Grained Evaluation of Multi-Turn Editing
- ICLR 2026Emergence of Spatial Representation in an Actor-Critic Agent with Hippocampus-Inspired Sequence Generator
- ICLR 2026Emergent Coordination in Multi-Agent Language Models
- ICLR 2026Enhancing Complex Symbolic Logical Reasoning of Large Language Models via Sparse Multi-Agent Debate
- ICLR 2026Explainable $ K $-means Neural Networks for Multi-view Clustering
- ICLR 2026Expressiveness of Multi-Neuron Convex Relaxations in Neural Network Certification
- ICLR 2026FaSTA*: Fast-Slow Toolpath Agent with Subroutine Mining for Efficient Multi-turn Image Editing
- ICLR 2026Financial fraud collusion among generative AI agents in social networks
- ICLR 2026FingerTip 20K: A Benchmark for Proactive and Personalized Mobile LLM Agents
- ICLR 2026Flow-based Conformal Prediction for Multi-dimensional Time Series
- ICLR 2026From Assumptions to Actions: Turning LLM Reasoning into Uncertainty-Aware Planning for Embodied Agents
- ICLR 2026From Medical Records to Diagnostic Dialogues: A Clinical-Grounded Approach and Dataset for Psychiatric Comorbidity
- ICLR 2026From Single to Multi-Granularity: Toward Long-Term Memory Association and Selection of Conversational Agents
- ICLR 2026From What to Why: A Multi-Agent System for Evidence-based Chemical Reaction Condition Reasoning
- ICLR 2026Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems
- ICLR 2026Graph-of-Agents: A Graph-based Framework for Multi-Agent LLM Collaboration
- ICLR 2026GT-Space: Enhancing Heterogeneous Collaborative Perception with Ground Truth Feature Space
- ICLR 2026HAMLET: Hyperadaptive Agent-based Modeling for Live Embodied Theatrics
- ICLR 2026Helmsman: Autonomous Synthesis of Federated Learning Systems via Collaborative LLM Agents
- ICLR 2026Hierarchical Multi-Stage Recovery Framework for Kronecker Compressed Sensing
- ICLR 2026Holistic Agent Leaderboard: The Missing Infrastructure for AI Agent Evaluation
- ICLR 2026Huxley-G\"odel Machine: Human-Level Coding Agent Development by an Approximation of the Optimal Self-Improving Machine
- ICLR 2026ICaRus: Identical Cache Reuse for Efficient Multi-Model Inference
- ICLR 2026Identifying and Evaluating Inactive Heads in Pretrained LLMs
- ICLR 2026Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn LLM Agents
- ICLR 2026InnoGym: Benchmarking the Innovation Potential of AI Agents
- ICLR 2026Interactive Agents to Overcome Underspecificity in Software Engineering
- ICLR 2026IR-Agent: Expert-Inspired LLM Agents for Structure Elucidation from Infrared Spectra
- ICLR 2026JointDiff: Bridging Continuous and Discrete in Multi-Agent Trajectory Generation
- ICLR 2026Kimi-Dev: Agentless Training as Skill Prior for SWE-agents
- ICLR 2026KnowGuard: Knowledge-Driven Abstention for Multi-Round Clinical Reasoning
- ICLR 2026KVComm: Enabling Efficient LLM Communication through Selective KV Sharing
- ICLR 2026Learning to Play Multi-Follower Bayesian Stackelberg Games
- ICLR 2026Learning with Dual-level Noisy Correspondence for Multi-modal Entity Alignment
- ICLR 2026LiveResearchBench: Benchmarking Single- and Multi-Agent Systems for Citation-Grounded Deep Research
- ICLR 2026LongHorizonUI: A Unified Framework for Robust long-horizon Task Automation of GUI Agent
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查多智能体 RL在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "multi-agent-rl"}
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。