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 10 / 10 页
- CVPR 2023Multi-Modal Learning With Missing Modality via Shared-Specific Feature Modelling
- CVPR 2023Multi-Mode Online Knowledge Distillation for Self-Supervised Visual Representation Learning
- CVPR 2023Multi-Realism Image Compression With a Conditional Generator
- CVPR 2023Multi-Space Neural Radiance Fields
- CVPR 2023Multi-View Reconstruction Using Signed Ray Distance Functions (SRDF)
- CVPR 2023Multi-View Stereo Representation Revist: Region-Aware MVSNet
- CVPR 2023Multivariate, Multi-Frequency and Multimodal: Rethinking Graph Neural Networks for Emotion Recognition in Conversation
- CVPR 2023NeAT: Learning Neural Implicit Surfaces With Arbitrary Topologies From Multi-View Images
- CVPR 2023NEF: Neural Edge Fields for 3D Parametric Curve Reconstruction From Multi-View Images
- CVPR 2023NeuFace: Realistic 3D Neural Face Rendering From Multi-View Images
- CVPR 2023Neural Pixel Composition for 3D-4D View Synthesis From Multi-Views
- CVPR 2023NeuralUDF: Learning Unsigned Distance Fields for Multi-View Reconstruction of Surfaces With Arbitrary Topologies
- CVPR 2023Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking
- CVPR 2023OmniCity: Omnipotent City Understanding With Multi-Level and Multi-View Images
- CVPR 2023OmniVidar: Omnidirectional Depth Estimation From Multi-Fisheye Images
- CVPR 2023On the Effects of Self-Supervision and Contrastive Alignment in Deep Multi-View Clustering
- CVPR 2023PermutoSDF: Fast Multi-View Reconstruction With Implicit Surfaces Using Permutohedral Lattices
- CVPR 2023POEM: Reconstructing Hand in a Point Embedded Multi-View Stereo
- CVPR 2023ProphNet: Efficient Agent-Centric Motion Forecasting With Anchor-Informed Proposals
- CVPR 2023PSVT: End-to-End Multi-Person 3D Pose and Shape Estimation With Progressive Video Transformers
- CVPR 2023Quantum Multi-Model Fitting
- CVPR 2023Relightable Neural Human Assets From Multi-View Gradient Illuminations
- CVPR 2023ResFormer: Scaling ViTs With Multi-Resolution Training
- CVPR 2023RIAV-MVS: Recurrent-Indexing an Asymmetric Volume for Multi-View Stereo
- CVPR 2023Sample-Level Multi-View Graph Clustering
- CVPR 2023ScaleDet: A Scalable Multi-Dataset Object Detector
- CVPR 2023Simple Cues Lead to a Strong Multi-Object Tracker
- CVPR 2023Sparse Multi-Modal Graph Transformer With Shared-Context Processing for Representation Learning of Giga-Pixel Images
- CVPR 2023StarCraftImage: A Dataset for Prototyping Spatial Reasoning Methods for Multi-Agent Environments
- CVPR 2023Stimulus Verification Is a Universal and Effective Sampler in Multi-Modal Human Trajectory Prediction
- CVPR 2023StyleGAN Salon: Multi-View Latent Optimization for Pose-Invariant Hairstyle Transfer
- CVPR 2023Texts as Images in Prompt Tuning for Multi-Label Image Recognition
- CVPR 2023Towards All-in-One Pre-Training via Maximizing Multi-Modal Mutual Information
- CVPR 2023Towards Efficient Use of Multi-Scale Features in Transformer-Based Object Detectors
- CVPR 2023Towards Flexible Multi-Modal Document Models
- CVPR 2023Tunable Convolutions With Parametric Multi-Loss Optimization
- CVPR 2023Two-Way Multi-Label Loss
- CVPR 2023Understanding and Constructing Latent Modality Structures in Multi-Modal Representation Learning
- CVPR 2023Unite and Conquer: Plug & Play Multi-Modal Synthesis Using Diffusion Models
- CVPR 2023Video Dehazing via a Multi-Range Temporal Alignment Network With Physical Prior
- CVPR 2023Viewpoint Equivariance for Multi-View 3D Object Detection
- CVPR 2023ViP3D: End-to-End Visual Trajectory Prediction via 3D Agent Queries
- CVPR 2023Visual Prompt Multi-Modal Tracking
- CVPR 2023VolRecon: Volume Rendering of Signed Ray Distance Functions for Generalizable Multi-View Reconstruction
- CVPR 2023Weakly Supervised Monocular 3D Object Detection Using Multi-View Projection and Direction Consistency
- CVPR 2023X3KD: Knowledge Distillation Across Modalities, Tasks and Stages for Multi-Camera 3D Object Detection
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。