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 947 篇，第 13 / 19 页
- ICML 2026Unsafer in Many Turns: Benchmarking and Defending Multi-Turn Safety Risks in Tool-Using Agents
- ICML 2026Unsupervised Partner Design Enables Robust Ad-hoc Teamwork
- ICML 2026V-ABS: Action-Observer Driven Beam Search for Dynamic Visual Reasoning
- ICML 2026Value Aggregation with Uncertainty in Online Decentralized MARL
- ICML 2026VenusBench-Mobile: A Challenging and User-Centric Benchmark for Mobile GUI Agents with Capability Diagnostics
- ICML 2026Verbalized Bayesian Persuasion
- ICML 2026VeRO: A Harness for Agents to Optimize Agents
- ICML 2026Video-o3: Native Interleaved Clue Seeking for Long Video Multi-Hop Reasoning
- ICML 2026Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining
- ICML 2026VideoSEAL: Mitigating Evidence Misalignment in Agentic Long Video Understanding by Decoupling Answer Authority
- ICML 2026VideoTemp-o3: Harmonizing Temporal Grounding and Video Understanding in Agentic Thinking-with-Videos
- ICML 2026Vision2Web: A Hierarchical Benchmark for Visual Website Development with Agent Verification
- ICML 2026Visual Persuasion: What Influences Decisions of Vision-Language Models?
- ICML 2026Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning
- ICML 2026WarmServe: Enabling One-for-Many GPU Prewarming for Multi-LLM Serving
- ICML 2026Watermarking LLM Agent Trajectories
- ICML 2026Weasel: Out-of-Domain Generalization for Web Agents via Importance-Diversity Data Selection
- ICML 2026Weaving in the Clouds: Achieving Synergistic Collaboration among LLM Agents via Federated Learning
- ICML 2026What Do Agents Learn from Trajectory-SFT: Semantics or Interfaces?
- ICML 2026What Preferences Can—and Cannot—Predict in Multi-Agent Online Learning
- ICML 2026What You Think is What You See: Driving Exploration in VLM Agents via Visual-Linguistic Curiosity
- ICML 2026When Actions Go Off-Task: Detecting and Correcting Misaligned Actions in Computer-Use Agents
- ICML 2026When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems
- ICML 2026When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets
- ICML 2026When Benign Inputs Lead to Severe Harms: Eliciting Unsafe Unintended Behaviors of Computer-Use Agents
- ICML 2026When Embedding-Based Defenses Fail: Rethinking Safety in LLM-Based Multi-Agent Systems
- ICML 2026When LLMs Develop Languages: Symbolic Communication for Efficient Multi-Agent Reasoning
- ICML 2026When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems
- ICML 2026When Replanning Becomes the Bottleneck: Budgeted Replanning for Embodied Agents
- ICML 2026Whom to Query for What: Adaptive Group Elicitation via Multi-Turn LLM Interactions
- ICML 2026Why Agentic Theorem Prover Works: A Statistical Provability Theory of Mathematical Reasoning Models
- ICML 2026Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence
- ICML 2026WinDeskGround: A Benchmark for Robust GUI Grounding in Complex Multi-Window Desktop Environments
- ICML 2026Words Towards Explainability: Caption Label-Free Learning via Dual Loop Agentic Time Series Captioning
- ICML 2026World Models in Pieces: Structural Certification of General Agents
- ICML 2026WorldTravel: A Realistic Multimodal Travel-Planning Benchmark with Tightly Coupled Constraints
- ICML 2026X-MoGe: A Cross-Modal Adaptation Framework with Mixture-of-Experts and Geometry Guidance for Heterogeneous Collaborative Perception
- ICML 2026XSkill: Continual Learning from Experience and Skills in Multimodal Agents
- ICML 2026Zero-source LLM Hallucination Detection with Human-like Criteria Probing
- ICML 2026Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
- ICML 2025A Theoretical Justification for Asymmetric Actor-Critic Algorithms
- ICML 2025A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization
- ICML 2025A Unified Approach to Routing and Cascading for LLMs
- ICML 2025Ad Hoc Teamwork via Offline Goal-Based Decision Transformers
- ICML 2025Ad-Hoc Human-AI Coordination Challenge
- ICML 2025Adaptive Sample Sharing for Multi Agent Linear Bandits
- ICML 2025Adaptive Self-improvement LLM Agentic System for ML Library Development
- ICML 2025AdvAgent: Controllable Blackbox Red-teaming on Web Agents
- ICML 2025Adversarial Robustness in Two-Stage Learning-to-Defer: Algorithms and Guarantees
- ICML 2025Agent Reviewers: Domain-specific Multimodal Agents with Shared Memory for Paper Review
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。