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 784 篇，第 4 / 16 页
- ICLR 2025Learning Spatiotemporal Dynamical Systems from Point Process Observations
- ICLR 2025Learning to Communicate Through Implicit Communication Channels
- ICLR 2025Learning to Contextualize Web Pages for Enhanced Decision Making by LLM Agents
- ICLR 2025Learning to Steer Markovian Agents under Model Uncertainty
- ICLR 2025LICORICE: Label-Efficient Concept-Based Interpretable Reinforcement Learning
- ICLR 2025Lightweight Neural App Control
- ICLR 2025Lines of Thought in Large Language Models
- ICLR 2025LLM Unlearning via Loss Adjustment with Only Forget Data
- ICLR 2025MA$^2$E: Addressing Partial Observability in Multi-Agent Reinforcement Learning with Masked Auto-Encoder
- ICLR 2025MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization
- ICLR 2025Mechanistic Permutability: Match Features Across Layers
- ICLR 2025MetaDesigner: Advancing Artistic Typography through AI-Driven, User-Centric, and Multilingual WordArt Synthesis
- ICLR 2025MindSearch: Mimicking Human Minds Elicits Deep AI Searcher
- ICLR 2025Mixture-of-Agents Enhances Large Language Model Capabilities
- ICLR 2025MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering
- ICLR 2025MLLM as Retriever: Interactively Learning Multimodal Retrieval for Embodied Agents
- ICLR 2025MMQA: Evaluating LLMs with Multi-Table Multi-Hop Complex Questions
- ICLR 2025MMRole: A Comprehensive Framework for Developing and Evaluating Multimodal Role-Playing Agents
- ICLR 2025Modeling dynamic social vision highlights gaps between deep learning and humans
- ICLR 2025MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses
- ICLR 2025Moral Alignment for LLM Agents
- ICLR 2025MrSteve: Instruction-Following Agents in Minecraft with What-Where-When Memory
- ICLR 2025MTU-Bench: A Multi-granularity Tool-Use Benchmark for Large Language Models
- ICLR 2025Multi-agent cooperation through learning-aware policy gradients
- ICLR 2025Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage
- ICLR 2025Multi-Robot Motion Planning with Diffusion Models
- ICLR 2025Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains
- ICLR 2025Multimodal Situational Safety
- ICLR 2025Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents
- ICLR 2025Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication Efficiency
- ICLR 2025Neural Interactive Proofs
- ICLR 2025Non-myopic Generation of Language Models for Reasoning and Planning
- ICLR 2025OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models
- ICLR 2025On the Modeling Capabilities of Large Language Models for Sequential Decision Making
- ICLR 2025OpenHands: An Open Platform for AI Software Developers as Generalist Agents
- ICLR 2025Optimized Multi-Token Joint Decoding With Auxiliary Model for LLM Inference
- ICLR 2025OS-ATLAS: Foundation Action Model for Generalist GUI Agents
- ICLR 2025OSCAR: Operating System Control via State-Aware Reasoning and Re-Planning
- ICLR 2025OSDA Agent: Leveraging Large Language Models for De Novo Design of Organic Structure Directing Agents
- ICLR 2025OvercookedV2: Rethinking Overcooked for Zero-Shot Coordination
- ICLR 2025PARTNR: A Benchmark for Planning and Reasoning in Embodied Multi-agent Tasks
- ICLR 2025PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration
- ICLR 2025POGEMA: A Benchmark Platform for Cooperative Multi-Agent Pathfinding
- ICLR 2025Polyrating: A Cost-Effective and Bias-Aware Rating System for LLM Evaluation
- ICLR 2025Preble: Efficient Distributed Prompt Scheduling for LLM Serving
- ICLR 2025Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance
- ICLR 2025Rational Decision-Making Agent with Learning Internal Utility Judgment
- ICLR 2025Re-Aligning Language to Visual Objects with an Agentic Workflow
- ICLR 2025Reconstruction-Guided Policy: Enhancing Decision-Making through Agent-Wise State Consistency
- ICLR 2025RefactorBench: Evaluating Stateful Reasoning in Language Agents Through Code
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。