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 574 篇，第 4 / 12 页
- ICLR 2025EMOS: Embodiment-aware Heterogeneous Multi-robot Operating System with LLM Agents
- ICLR 2025Flow: Modularized Agentic Workflow Automation
- ICLR 2025Fourier Head: Helping Large Language Models Learn Complex Probability Distributions
- ICLR 2025From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks
- ICLR 2025Generalized Principal-Agent Problem with a Learning Agent
- ICLR 2025GOAL: A Generalist Combinatorial Optimization Agent Learner
- ICLR 2025Graph Neural Networks Gone Hogwild
- ICLR 2025Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
- ICLR 2025Hypothetical Minds: Scaffolding Theory of Mind for Multi-Agent Tasks with Large Language Models
- ICLR 2025ILLUSION: Unveiling Truth with a Comprehensive Multi-Modal, Multi-Lingual Deepfake Dataset
- ICLR 2025Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence
- ICLR 2025IntersectionZoo: Eco-driving for Benchmarking Multi-Agent Contextual Reinforcement Learning
- ICLR 2025Inverse Attention Agents for Multi-Agent Systems
- ICLR 2025InvestESG: A multi-agent reinforcement learning benchmark for studying climate investment as a social dilemma
- ICLR 2025Learned Reference-based Diffusion Sampler for multi-modal distributions
- ICLR 2025Learning Multi-Index Models with Neural Networks via Mean-Field Langevin Dynamics
- ICLR 2025Learning on One Mode: Addressing Multi-modality in Offline Reinforcement Learning
- ICLR 2025Learning to Help in Multi-Class Settings
- ICLR 2025Lightweight Neural App Control
- ICLR 2025LiveXiv - A Multi-Modal live benchmark based on Arxiv papers content
- ICLR 2025MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization
- ICLR 2025MindSearch: Mimicking Human Minds Elicits Deep AI Searcher
- ICLR 2025Minimal Impact ControlNet: Advancing Multi-ControlNet Integration
- ICLR 2025Mixture-of-Agents Enhances Large Language Model Capabilities
- ICLR 2025MTU-Bench: A Multi-granularity Tool-Use Benchmark for Large Language Models
- ICLR 2025Multi-Dimensional Conformal Prediction
- ICLR 2025Multi-Draft Speculative Sampling: Canonical Decomposition and Theoretical Limits
- ICLR 2025Multi-Label Node Classification with Label Influence Propagation
- ICLR 2025Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage
- ICLR 2025Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains
- ICLR 2025Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication Efficiency
- ICLR 2025OBI-Bench: Can LMMs Aid in Study of Ancient Script on Oracle Bones?
- ICLR 2025Pairwise Elimination with Instance-Dependent Guarantees for Bandits with Cost Subsidy
- ICLR 2025PARTNR: A Benchmark for Planning and Reasoning in Embodied Multi-agent Tasks
- ICLR 2025POGEMA: A Benchmark Platform for Cooperative Multi-Agent Pathfinding
- ICLR 2025Rational Decision-Making Agent with Learning Internal Utility Judgment
- ICLR 2025Rethinking Self-Distillation: Label Averaging and Enhanced Soft Label Refinement with Partial Labels
- ICLR 2025REVISITING MULTI-PERMUTATION EQUIVARIANCE THROUGH THE LENS OF IRREDUCIBLE REPRESENTATIONS
- ICLR 2025Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning
- ICLR 2025SaMer: A Scenario-aware Multi-dimensional Evaluator for Large Language Models
- ICLR 2025Scaling Large Language Model-based Multi-Agent Collaboration
- ICLR 2025SelectFormer in Data Markets: Privacy-Preserving and Efficient Data Selection for Transformers with Multi-Party Computation
- ICLR 2025Self-Evolving Multi-Agent Collaboration Networks for Software Development
- ICLR 2025Simple yet Effective Incomplete Multi-view Clustering: Similarity-level Imputation and Intra-view Hybrid-group Prototype Construction
- ICLR 2025Single-agent Poisoning Attacks Suffice to Ruin Multi-Agent Learning
- ICLR 2025Sports-Traj: A Unified Trajectory Generation Model for Multi-Agent Movement in Sports
- ICLR 2025Stochastic Semi-Gradient Descent for Learning Mean Field Games with Population-Aware Function Approximation
- ICLR 2025Towards Optimal Multi-draft Speculative Decoding
- ICLR 2025Trusted Multi-View Classification via Evolutionary Multi-View Fusion
- ICLR 2025uniINF: Best-of-Both-Worlds Algorithm for Parameter-Free Heavy-Tailed MABs
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。