AI 智能体论文趋势 2023–2026
工具调用、多步决策与自主 LLM/VLM 智能体系统
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 3,266 篇被归入该主题的论文。
主要结论
- AI 智能体论文从 2023 年的 170 篇增长到 2026 年的 1,983 篇，三年间扩大到约 12 倍。
- NeurIPS 是发AI 智能体论文最多的会议，2023–2026 年共 1,317 篇，占四个会议总量的 40%。
- 交叉方向里涨得最快的是大模型基准：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 116 篇。
- 在「前沿系统」的 4 个主题里，它的 2026 年论文数排第 2；同组增长最快的世界模型是 11 倍，AI 智能体是 12 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 76 | 40 | 41 | 13 | 170 |
| 2024 | 150 | 73 | 88 | 18 | 329 |
| 2025 | 362 | 204 | 178 | 40 | 784 |
| 2026 | 729 | 500 | 640 | 114 | 1,983 |
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 2026$\boldsymbol{f}$-OPD: Stabilizing Long-Horizon On-Policy Distillation with Freshness-Aware Control
- ICML 2026$\tau$-Knowledge: Evaluating Conversational Agents over Unstructured Knowledge
- ICLR 2026A Benchmark for Deep Information Synthesis
- CVPR 20263D-VCD Hallucination Mitigation in 3D-LLM Embodied Agents through Visual Contrastive
- NeurIPS 20254KAgent: Agentic Any Image to 4K Super-Resolution
- ICML 2025A Unified Approach to Routing and Cascading for LLMs
- ICLR 2025A Generalist Hanabi Agent
- CVPR 2025Collaborative Tree Search for Enhancing Embodied Multi-Agent Collaboration
- NeurIPS 2024AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making
- ICML 2024A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts
- ICLR 2024A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis
- CVPR 2024Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction
- NeurIPS 2023AdaPlanner: Adaptive Planning from Feedback with Language Models
- ICML 2023A Game-Theoretic Framework for Managing Risk in Multi-Agent Systems
- ICLR 2023Achieving Near-Optimal Individual Regret & Low Communications in Multi-Agent Bandits
- CVPR 2023Behavioral Analysis of Vision-and-Language Navigation Agents
- NeurIPS 20262-Step Agent: How a Bayesian Decision Maker Learns from AI-Decision Support
- ICML 2026$\tau$-Voice: Benchmarking Full-Duplex Voice Agents on Real-World Domains
- ICLR 2026A Framework for Studying AI Agent Behavior: Evidence from Consumer Choice Experiments
- CVPR 2026A Multi-Agent Perception-Action Alliance for Efficient Long Video Reasoning
全部AI 智能体论文
共 185 篇，第 3 / 4 页
- CVPR 2026ViBES A Conversational Agent with Behaviorally-Intelligent 3D Virtual Body
- CVPR 2026VideoARM Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding
- CVPR 2026VideoChat-M1 Collaborative Policy Planning for Video Understanding via Multi-Agent Reinforcement
- CVPR 2026VideoSeek Long-Horizon Video Agent with Tool-Guided Seeking
- CVPR 2026VideoWeaver Multimodal Multi-View Video-to-Video Transfer for Embodied Agents
- CVPR 2026ViLoMem Agentic Learner with Grow-and-Refine Multimodal Semantic Memory
- CVPR 2026Vinedresser3D Towards Agentic Text-guided 3D Editing
- CVPR 2026VISTA A Test-Time Self-Improving Video Generation Agent
- CVPR 2026Visual Document Understanding and Reasoning A Multi-Agent Collaboration Framework with
- CVPR 2026VQ-VA World Towards High-Quality Visual Question-Visual Answering
- CVPR 2026VS-Bench Evaluating VLMs for Strategic Abilities in Multi-Agent Environments
- CVPR 2026VULCAN Tool-Augmented Multi Agents for Iterative 3D Object Arrangement
- CVPR 2026When Robots Should Say I Dont Know Benchmarking Abstention in
- CVPR 2026YoCity Personalized and Boundless 3D Realistic City Scene Generation via
- CVPR 2025Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation
- CVPR 2025Closed-Loop Supervised Fine-Tuning of Tokenized Traffic Models
- CVPR 2025Collaborative Tree Search for Enhancing Embodied Multi-Agent Collaboration
- CVPR 2025ComfyBench: Benchmarking LLM-based Agents in ComfyUI for Autonomously Designing Collaborative AI Systems
- CVPR 2025CoSDH: Communication-Efficient Collaborative Perception via Supply-Demand Awareness and Intermediate-Late Hybridization
- CVPR 2025CroCoDL: Cross-device Collaborative Dataset for Localization
- CVPR 2025Cross-Modal 3D Representation with Multi-View Images and Point Clouds
- CVPR 2025Distilling Multi-modal Large Language Models for Autonomous Driving
- CVPR 2025Ego4o: Egocentric Human Motion Capture and Understanding from Multi-Modal Input
- CVPR 2025Enduring, Efficient and Robust Trajectory Prediction Attack in Autonomous Driving via Optimization-Driven Multi-Frame Perturbation Framework
- CVPR 2025Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation
- CVPR 2025Feature4X: Bridging Any Monocular Video to 4D Agentic AI with Versatile Gaussian Feature Fields
- CVPR 2025FilmComposer: LLM-Driven Music Production for Silent Film Clips
- CVPR 2025From Multimodal LLMs to Generalist Embodied Agents: Methods and Lessons
- CVPR 2025Generative Map Priors for Collaborative BEV Semantic Segmentation
- CVPR 2025GUI-Xplore: Empowering Generalizable GUI Agents with One Exploration
- CVPR 2025Imputation-free and Alignment-free: Incomplete Multi-view Clustering Driven by Consensus Semantic Learning
- CVPR 2025Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models
- CVPR 2025Learning to Detect Objects from Multi-Agent LiDAR Scans without Manual Labels
- CVPR 2025LLM-driven Multimodal and Multi-Identity Listening Head Generation
- CVPR 2025MAC-Ego3D: Multi-Agent Gaussian Consensus for Real-Time Collaborative Ego-Motion and Photorealistic 3D Reconstruction
- CVPR 2025MAGiC-SLAM: Multi-Agent Gaussian Globally Consistent SLAM
- CVPR 2025Magma: A Foundation Model for Multimodal AI Agents
- CVPR 2025MCCD: Multi-Agent Collaboration-based Compositional Diffusion for Complex Text-to-Image Generation
- CVPR 2025MNE-SLAM: Multi-Agent Neural SLAM for Mobile Robots
- CVPR 2025NADER: Neural Architecture Design via Multi-Agent Collaboration
- CVPR 2025OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving with Counterfactual Reasoning
- CVPR 2025One-Step Event-Driven High-Speed Autofocus
- CVPR 2025Poly-Autoregressive Prediction for Modeling Interactions
- CVPR 2025Reasoning in Visual Navigation of End-to-end Trained Agents: A Dynamical Systems Approach
- CVPR 2025Sim-to-Real Causal Transfer: A Metric Learning Approach to Causally-Aware Interaction Representations
- CVPR 2025Sketchtopia: A Dataset and Foundational Agents for Benchmarking Asynchronous Multimodal Communication with Iconic Feedback
- CVPR 2025SocialMOIF: Multi-Order Intention Fusion for Pedestrian Trajectory Prediction
- CVPR 2025SpiritSight Agent: Advanced GUI Agent with One Look
- CVPR 2025TANGO: Training-free Embodied AI Agents for Open-world Tasks
- CVPR 2025TraF-Align: Trajectory-aware Feature Alignment for Asynchronous Multi-agent Perception
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AI 智能体在 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": "ai-agents"}
常见问题
- 2023–2026 年四大会议一共有多少篇AI 智能体论文？
- 共 3,266 篇，按年份分别是 2023 年 170 篇、2024 年 329 篇、2025 年 784 篇、2026 年 1,983 篇。
- NeurIPS 2026 有多少篇AI 智能体论文？
- NeurIPS 2026 有 729 篇AI 智能体论文，上一届是 362 篇。
- ICLR 2026 有多少篇AI 智能体论文？
- ICLR 2026 有 500 篇AI 智能体论文，上一届是 204 篇。
- ICML 2026 有多少篇AI 智能体论文？
- ICML 2026 有 640 篇AI 智能体论文，上一届是 178 篇。
- CVPR 2026 有多少篇AI 智能体论文？
- CVPR 2026 有 114 篇AI 智能体论文，上一届是 40 篇。
- 哪个会议的AI 智能体论文最多？
- NeurIPS，2023–2026 年共 1,317 篇。