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

每年论文数

各会议论文数

按年份和会议统计

AI 智能体论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202376404113170
2024150738818329
202536220417840784
20267295006401141,983

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

全部AI 智能体论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 150 篇，第 3 / 3 页

  1. NeurIPS 2024Optimus-1: Hybrid Multimodal Memory Empowered Agents Excel in Long-Horizon Tasks
  2. NeurIPS 2024OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments
  3. NeurIPS 2024Paths to Equilibrium in Games
  4. NeurIPS 2024Policy Learning from Tutorial Books via Understanding, Rehearsing and Introspecting
  5. NeurIPS 2024Predicting Future Actions of Reinforcement Learning Agents
  6. NeurIPS 2024PrivacyLens: Evaluating Privacy Norm Awareness of Language Models in Action
  7. NeurIPS 2024Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning
  8. NeurIPS 2024Reasoning Multi-Agent Behavioral Topology for Interactive Autonomous Driving
  9. NeurIPS 2024Reciprocal Reward Influence Encourages Cooperation From Self-Interested Agents
  10. NeurIPS 2024Recursive Introspection: Teaching Language Model Agents How to Self-Improve
  11. NeurIPS 2024RedCode: Multi-dimensional Safety Benchmark for Code Agents
  12. NeurIPS 2024RedCode: Risky Code Execution and Generation Benchmark for Code Agents
  13. NeurIPS 2024Reflective Multi-Agent Collaboration based on Large Language Models
  14. NeurIPS 2024Reinforcing LLM Agents via Policy Optimization with Action Decomposition
  15. NeurIPS 2024RestoreAgent: Autonomous Image Restoration Agent via Multimodal Large Language Models
  16. NeurIPS 2024RGMDT: Return-Gap-Minimizing Decision Tree Extraction in Non-Euclidean Metric Space
  17. NeurIPS 2024Richelieu: Self-Evolving LLM-Based Agents for AI Diplomacy
  18. NeurIPS 2024RL-GPT: Integrating Reinforcement Learning and Code-as-policy
  19. NeurIPS 2024RoleAgent: Building, Interacting, and Benchmarking High-quality Role-Playing Agents from Scripts
  20. NeurIPS 2024Scalable Constrained Policy Optimization for Safe Multi-agent Reinforcement Learning
  21. NeurIPS 2024Secret Collusion among AI Agents: Multi-Agent Deception via Steganography
  22. NeurIPS 2024Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments
  23. NeurIPS 2024SMART: Scalable Multi-agent Real-time Motion Generation via Next-token Prediction
  24. NeurIPS 2024SocraticLM: Exploring Socratic Personalized Teaching with Large Language Models
  25. NeurIPS 2024Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?
  26. NeurIPS 2024Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning
  27. NeurIPS 2024StreamBench: Towards Benchmarking Continuous Improvement of Language Agents
  28. NeurIPS 2024SustainDC: Benchmarking for Sustainable Data Center Control
  29. NeurIPS 2024SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering
  30. NeurIPS 2024SWT-Bench: Testing and Validating Real-World Bug-Fixes with Code Agents
  31. NeurIPS 2024Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale
  32. NeurIPS 2024T2Vs Meet VLMs: A Scalable Multimodal Dataset for Visual Harmfulness Recognition
  33. NeurIPS 2024TaskBench: Benchmarking Large Language Models for Task Automation
  34. NeurIPS 2024Team-Fictitious Play for Reaching Team-Nash Equilibrium in Multi-team Games
  35. NeurIPS 2024The Dormant Neuron Phenomenon in Multi-Agent Reinforcement Learning Value Factorization
  36. NeurIPS 2024Transformers as Game Players: Provable In-context Game-playing Capabilities of Pre-trained Models
  37. NeurIPS 2024Understanding Model Selection for Learning in Strategic Environments
  38. NeurIPS 2024UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction
  39. NeurIPS 2024Using Unity to Help Solve Reinforcement Learning
  40. NeurIPS 2024Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training
  41. NeurIPS 2024VideoGUI: A Benchmark for GUI Automation from Instructional Videos
  42. NeurIPS 2024VLM Agents Generate Their Own Memories: Distilling Experience into Embodied Programs of Thought
  43. NeurIPS 2024Watch Out for Your Agents! Investigating Backdoor Threats to LLM-Based Agents
  44. NeurIPS 2024WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control
  45. NeurIPS 2024Who’s Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation
  46. NeurIPS 2024WhodunitBench: Evaluating Large Multimodal Agents via Murder Mystery Games
  47. NeurIPS 2024WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks
  48. NeurIPS 2024WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment
  49. NeurIPS 2024YouDream: Generating Anatomically Controllable Consistent Text-to-3D Animals
  50. NeurIPS 2024ZSC-Eval: An Evaluation Toolkit and Benchmark for Multi-agent Zero-shot Coordination

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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