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 817 篇，第 8 / 17 页
- ICLR 2026RedTeamCUA: Realistic Adversarial Testing of Computer-Use Agents in Hybrid Web-OS Environments
- ICLR 2026Reducing Belief Deviation in Reinforcement Learning for Active Reasoning
- ICLR 2026REI-Bench: Can Embodied Agents Understand Vague Human Instructions in Task Planning?
- ICLR 2026ReIn: Conversational Error Recovery with Reasoning Inception
- ICLR 2026Reinforcement Learning for Machine Learning Engineering Agents
- ICLR 2026Reliable Weak-to-Strong Monitoring of LLM Agents
- ICLR 2026REMem: Reasoning with Episodic Memory in Language Agent
- ICLR 2026Repurposing Synthetic Data for Fine-grained Search Agent Supervision
- ICLR 2026ResearchRubrics: A Benchmark of Prompts and Rubrics For Deep Research Agents
- ICLR 2026Resp-Agent: An Agent-Based System for Multimodal Respiratory Sound Generation and Disease Diagnosis
- ICLR 2026Retaining Suboptimal Actions to Follow Shifting Optima in Multi-Agent Reinforcement Learning
- ICLR 2026Rethinking Residual Errors in Compensation-based LLM Quantization
- ICLR 2026ReTool: Reinforcement Learning for Strategic Tool Use in LLMs
- ICLR 2026Retro*: Optimizing LLMs for Reasoning-Intensive Document Retrieval
- ICLR 2026ReVeal: Self-Evolving Code Agents via Reliable Self-Verification
- ICLR 2026Revisiting Parameter Server in LLM Post-Training
- ICLR 2026ReWatch-R1: Boosting Complex Video Reasoning in Large Vision-Language Models through Agentic Data Synthesis
- ICLR 2026RIG: Synergizing Reasoning and Imagination in End-to-End Generalist Policy
- ICLR 2026Risk-Sensitive Agent Compositions
- ICLR 2026RLVER: Reinforcement Learning with Verifiable Emotion Rewards for Empathetic Agents
- ICLR 2026RLVMR: Reinforcement Learning with Verifiable Meta-Reasoning Rewards for Robust Long-Horizon Agents
- ICLR 2026Robust LLM Unlearning via Post Judgment and Multi-round Thinking
- ICLR 2026ROGA: Scaling Generalist Agents for Office Productivity Tasks via Tool Generation
- ICLR 2026RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation
- ICLR 2026Safe Continuous-time Multi-Agent Reinforcement Learning via Epigraph Form
- ICLR 2026Sample-Efficient Distributionally Robust Multi-Agent Reinforcement Learning via Online Interaction
- ICLR 2026Scalable Oversight via Partitioned Human Supervision
- ICLR 2026ScaleCUA: Scaling Open-Source Computer Use Agents with Cross-Platform Data
- ICLR 2026Scaling Agent Learning via Experience Synthesis
- ICLR 2026Scaling Agents via Continual Pre-training
- ICLR 2026Scaling Generalist Data-Analytic Agents
- ICLR 2026Scaling Synthetic Task Generation for Agents via Exploration
- ICLR 2026Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation
- ICLR 2026ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows
- ICLR 2026SciNav: A Principled Agent Framework for Scientific Coding Tasks
- ICLR 2026SCUBA: Salesforce Computer Use Benchmark
- ICLR 2026Search Self-Play: Pushing the Frontier of Agent Capability without Supervision
- ICLR 2026Searching for Privacy Risks in LLM Agents via Simulation
- ICLR 2026SeedPrints: Fingerprints Can Even Tell Which Seed Your Large Language Model Was Trained From
- ICLR 2026Semantic Regexes: Auto-Interpreting LLM Features with a Structured Language
- ICLR 2026Semantic Visual Anomaly Detection and Reasoning in AI-Generated Images
- ICLR 2026ShinkaEvolve: Towards Open-Ended and Sample-Efficient Program Evolution
- ICLR 2026Shoot First, Ask Questions Later? Building Rational Agents that Explore and Act Like People
- ICLR 2026Shuffling the Data, Extrapolating the Step: Sharper Bias In Constant Step-Size SGD
- ICLR 2026SiMO: Single-Modality-Operable Multimodal Collaborative Perception
- ICLR 2026SimuHome: A Temporal- and Environment-Aware Benchmark for Smart Home LLM Agents
- ICLR 2026SMAN-Bench: A Cross-System Benchmark for Mobile Agents under Single- and Multi-path, Ambiguous, and Noisy Tasks
- ICLR 2026Social Agents: Collective Intelligence Improves LLM Predictions
- ICLR 2026SocialJax: An Evaluation Suite for Multi-agent Reinforcement Learning in Sequential Social Dilemmas
- ICLR 2026Solving the Granularity Mismatch: Hierarchical Preference Learning for Long-Horizon LLM Agents
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。