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 8 / 10 页
- CVPR 2024Multi-View Attentive Contextualization for Multi-View 3D Object Detection
- CVPR 2024Multiview Aerial Visual RECognition (MAVREC): Can Multi-view Improve Aerial Visual Perception?
- CVPR 2024MuRF: Multi-Baseline Radiance Fields
- CVPR 2024MVCPS-NeuS: Multi-view Constrained Photometric Stereo for Neural Surface Reconstruction
- CVPR 2024MVIP-NeRF: Multi-view 3D Inpainting on NeRF Scenes via Diffusion Prior
- CVPR 2024NeLF-Pro: Neural Light Field Probes for Multi-Scale Novel View Synthesis
- CVPR 2024OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation
- CVPR 2024Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation
- CVPR 2024OVMR: Open-Vocabulary Recognition with Multi-Modal References
- CVPR 2024Person-in-WiFi 3D: End-to-End Multi-Person 3D Pose Estimation with Wi-Fi
- CVPR 2024Pink: Unveiling the Power of Referential Comprehension for Multi-modal LLMs
- CVPR 2024Pixel-level Semantic Correspondence through Layout-aware Representation Learning and Multi-scale Matching Integration
- CVPR 2024Promptable Behaviors: Personalizing Multi-Objective Rewards from Human Preferences
- CVPR 2024Rethinking Diffusion Model for Multi-Contrast MRI Super-Resolution
- CVPR 2024Rethinking Multi-view Representation Learning via Distilled Disentangling
- CVPR 2024Rethinking Transformers Pre-training for Multi-Spectral Satellite Imagery
- CVPR 2024Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer
- CVPR 2024RNb-NeuS: Reflectance and Normal-based Multi-View 3D Reconstruction
- CVPR 2024RTMO: Towards High-Performance One-Stage Real-Time Multi-Person Pose Estimation
- CVPR 2024S2MVTC: a Simple yet Efficient Scalable Multi-View Tensor Clustering
- CVPR 2024SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking
- CVPR 2024Self-Supervised Multi-Object Tracking with Path Consistency
- CVPR 2024SelfPose3d: Self-Supervised Multi-Person Multi-View 3d Pose Estimation
- CVPR 2024Sharingan: A Transformer Architecture for Multi-Person Gaze Following
- CVPR 2024Slice3D: Multi-Slice Occlusion-Revealing Single View 3D Reconstruction
- CVPR 2024SPAD: Spatially Aware Multi-View Diffusers
- CVPR 2024SuperNormal: Neural Surface Reconstruction via Multi-View Normal Integration
- CVPR 2024Suppress and Rebalance: Towards Generalized Multi-Modal Face Anti-Spoofing
- CVPR 2024TAMM: TriAdapter Multi-Modal Learning for 3D Shape Understanding
- CVPR 2024TeMO: Towards Text-Driven 3D Stylization for Multi-Object Meshes
- CVPR 2024Towards Calibrated Multi-label Deep Neural Networks
- CVPR 2024Towards Generalizable Multi-Object Tracking
- CVPR 2024TULIP: Multi-camera 3D Precision Assessment of Parkinson's Disease
- CVPR 2024Unsupervised Gaze Representation Learning from Multi-view Face Images
- CVPR 2024View-Category Interactive Sharing Transformer for Incomplete Multi-View Multi-Label Learning
- CVPR 2024ViewFusion: Towards Multi-View Consistency via Interpolated Denoising
- CVPR 2024Visual Anagrams: Generating Multi-View Optical Illusions with Diffusion Models
- CVPR 2024VMINer: Versatile Multi-view Inverse Rendering with Near- and Far-field Light Sources
- CVPR 2024What If the TV Was Off? Examining Counterfactual Reasoning Abilities of Multi-modal Language Models
- CVPR 2024What When and Where? Self-Supervised Spatio-Temporal Grounding in Untrimmed Multi-Action Videos from Narrated Instructions
- CVPR 20233D Concept Learning and Reasoning From Multi-View Images
- CVPR 20233Mformer: Multi-Order Multi-Mode Transformer for Skeletal Action Recognition
- CVPR 2023A Dynamic Multi-Scale Voxel Flow Network for Video Prediction
- CVPR 2023A Light Touch Approach to Teaching Transformers Multi-View Geometry
- CVPR 2023Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo
- CVPR 2023AeDet: Azimuth-Invariant Multi-View 3D Object Detection
- CVPR 2023Batch Model Consolidation: A Multi-Task Model Consolidation Framework
- CVPR 2023BiCro: Noisy Correspondence Rectification for Multi-Modality Data via Bi-Directional Cross-Modal Similarity Consistency
- CVPR 2023Black-Box Sparse Adversarial Attack via Multi-Objective Optimisation
- CVPR 2023Bridging the Gap Between Model Explanations in Partially Annotated Multi-Label Classification
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。