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 496 篇，第 4 / 10 页
- CVPR 2026TaskForce Cooperative Multi-agent Reinforcement Learning for Multi-task Optimization
- CVPR 2026TeFlow Enabling Multi-frame Supervision for Self-Supervised Feed-forward Scene Flow Estimation
- CVPR 2026Temporal Interaction in Spiking Transformers with Multi-Delay Mixer
- CVPR 2026The Consistency Critic Correcting Inconsistencies in Generated Images via Reference-Guided
- CVPR 2026Think Then Verify A Hypothesis-Verification Multi-Agent Framework for Long Video
- CVPR 2026TopoMA Topology-Guided Multi-Agent Dense RGB 3D Reconstruction via Distributed Inference
- CVPR 2026Towards Balanced Multi-Modal Learning in 3D Human Pose Estimation
- CVPR 2026Towards Robust Multi-Modal Semantic Segmentation with Teacher-Student Framework and Hybrid
- CVPR 2026TROPHIES Temporal Reconstruction of Places Humans and Cameras from Multi-view
- CVPR 2026Unifying Precise Keyframes and Semantic Control via Multi-level Diffusion
- CVPR 2026Universal Guideline-Driven Image Clustering via a Hybrid LLM Agent
- CVPR 2026Unsupervised Multi-agent and Single-agent Perception from Cooperative Views
- CVPR 2026VGGT-Det Mining VGGT Internal Priors for Sensor-Geometry-Free Multi-View Indoor 3D
- CVPR 2026ViBES A Conversational Agent with Behaviorally-Intelligent 3D Virtual Body
- CVPR 2026VideoChat-M1 Collaborative Policy Planning for Video Understanding via Multi-Agent Reinforcement
- CVPR 2026VideoSeek Long-Horizon Video Agent with Tool-Guided Seeking
- CVPR 2026Visual Document Understanding and Reasoning A Multi-Agent Collaboration Framework with
- CVPR 2026VS-Bench Evaluating VLMs for Strategic Abilities in Multi-Agent Environments
- CVPR 2026VULCAN Tool-Augmented Multi Agents for Iterative 3D Object Arrangement
- CVPR 2026WeatherCity Urban Scene Reconstruction with Controllable Multi-Weather Transformation
- CVPR 2026When CLIP Sees More It Fights Back Harder Multi-View Guided
- CVPR 2026Will Multimodal Models Be Dazzled by Multi-Image Visual Puzzles
- CVPR 20253D-LLaVA: Towards Generalist 3D LMMs with Omni Superpoint Transformer
- CVPR 20253DEnhancer: Consistent Multi-View Diffusion for 3D Enhancement
- CVPR 2025A Hubness Perspective on Representation Learning for Graph-Based Multi-View Clustering
- CVPR 2025AdMiT: Adaptive Multi-Source Tuning in Dynamic Environments
- CVPR 2025All-Day Multi-Camera Multi-Target Tracking
- CVPR 2025ASAP: Advancing Semantic Alignment Promotes Multi-Modal Manipulation Detecting and Grounding
- CVPR 2025ATA: Adaptive Transformation Agent for Text-Guided Subject-Position Variable Background Inpainting
- CVPR 2025Attribute-Missing Multi-view Graph Clustering
- CVPR 2025BadToken: Token-level Backdoor Attacks to Multi-modal Large Language Models
- CVPR 2025CaMuViD: Calibration-Free Multi-View Detection
- CVPR 2025CAP4D: Creating Animatable 4D Portrait Avatars with Morphable Multi-View Diffusion Models
- CVPR 2025CholecTrack20: A Multi-Perspective Tracking Dataset for Surgical Tools
- CVPR 2025Classifier-guided CLIP Distillation for Unsupervised Multi-label Classification
- CVPR 2025ClimbingCap: Multi-Modal Dataset and Method for Rock Climbing in World Coordinate
- CVPR 2025CLIP Under the Microscope: A Fine-Grained Analysis of Multi-Object Representation
- CVPR 2025CLOC: Contrastive Learning for Ordinal Classification with Multi-Margin N-pair Loss
- CVPR 2025CocoER: Aligning Multi-Level Feature by Competition and Coordination for Emotion Recognition
- CVPR 2025Collaborative Tree Search for Enhancing Embodied Multi-Agent Collaboration
- CVPR 2025CoMatcher: Multi-View Collaborative Feature Matching
- CVPR 2025Compositional Targeted Multi-Label Universal Perturbations
- CVPR 2025CorrBEV: Multi-View 3D Object Detection by Correlation Learning with Multi-modal Prototypes
- CVPR 2025Correlative and Discriminative Label Grouping for Multi-Label Visual Prompt Tuning
- CVPR 2025Cross-Modal 3D Representation with Multi-View Images and Point Clouds
- CVPR 2025Deep Fair Multi-View Clustering with Attention KAN
- CVPR 2025Detect Any Mirrors: Boosting Learning Reliability on Large-Scale Unlabeled Data with an Iterative Data Engine
- CVPR 2025DiGIT: Multi-Dilated Gated Encoder and Central-Adjacent Region Integrated Decoder for Temporal Action Detection Transformer
- CVPR 2025Do We Really Need Curated Malicious Data for Safety Alignment in Multi-modal Large Language Models?
- CVPR 2025DyMO: Training-Free Diffusion Model Alignment with Dynamic Multi-Objective Scheduling
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。