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 1,983 篇，第 6 / 40 页
- ICLR 2026Enhancing Persona Following at Decoding Time via Dynamic Importance Estimation for Role-Playing Agents
- ICLR 2026Erase to Improve: Erasable Reinforcement Learning for Search-Augmented LLMs
- ICLR 2026Estimating Worst-Case Frontier Risks of Open-Weight LLMs
- ICLR 2026Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
- ICLR 2026EvoTest: Evolutionary Test-Time Learning for Self-Improving Agentic Systems
- ICLR 2026EXP-Bench: Can AI Conduct AI Research Experiments?
- ICLR 2026Expanding the Capability Frontier of LLM Agents with ZPD-Guided Data Synthesis
- ICLR 2026Exploratory Memory-Augmented LLM Agent via Hybrid On- and Off-Policy Optimization
- ICLR 2026Exploring Knowledge Purification in Multi-Teacher Knowledge Distillation for LLMs
- ICLR 2026Fathom-DeepResearch: Unlocking Long Horizon Information Retrieval and Synthesis for SLMs
- ICLR 2026FeatureBench: Benchmarking Agentic Coding for Complex Feature Development
- ICLR 2026Fewer Weights, More Problems: A Practical Attack on LLM Pruning
- ICLR 2026FHE-Coder: Secure Agentic Code Generation for Fully Homomorphic Encryption
- ICLR 2026Financial fraud collusion among generative AI agents in social networks
- ICLR 2026FingerTip 20K: A Benchmark for Proactive and Personalized Mobile LLM Agents
- ICLR 2026FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning
- ICLR 2026Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution
- ICLR 2026FlowSearcher: Synthesizing Memory-Guided Agentic Workflows for Web Information Seeking
- ICLR 2026FreeKV: Boosting KV Cache Retrieval for Efficient LLM Inference
- ICLR 2026From Assistant to Independent Developer — Are GPTs Ready for Software Development?
- ICLR 2026From Assumptions to Actions: Turning LLM Reasoning into Uncertainty-Aware Planning for Embodied Agents
- ICLR 2026From Conversation to Query Execution: Benchmarking User and Tool Interactions for EHR Database Agents
- ICLR 2026From EduVisBench to EduVisAgent: A Benchmark and Multi-Agent Framework for Reasoning-Driven Pedagogical Visualization
- ICLR 2026From Embedding to Control: Representations for Stochastic Multi-Object Systems
- ICLR 2026From Medical Records to Diagnostic Dialogues: A Clinical-Grounded Approach and Dataset for Psychiatric Comorbidity
- ICLR 2026From Reproduction to Replication: Evaluating Research Agents with Progressive Code Masking
- ICLR 2026From Single to Multi-Granularity: Toward Long-Term Memory Association and Selection of Conversational Agents
- ICLR 2026From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning
- ICLR 2026From What to Why: A Multi-Agent System for Evidence-based Chemical Reaction Condition Reasoning
- ICLR 2026FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
- ICLR 2026Gaia2: Benchmarking LLM Agents on Dynamic and Asynchronous Environments
- ICLR 2026GDGB: A Benchmark for Generative Dynamic Text-Attributed Graph Learning
- ICLR 2026GDPval: Evaluating AI Model Performance on Real-World Economically Valuable Tasks
- ICLR 2026GEM: A Gym for Generalist LLMs
- ICLR 2026Generalizable End-to-End Tool-Use RL with Synthetic CodeGym
- ICLR 2026GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
- ICLR 2026GhostEI-Bench: Do Mobile Agent Resilience to Environmental Injection in Dynamic On-Device Environments?
- ICLR 2026Gistify: Codebase-Level Understanding via Runtime Execution
- ICLR 2026GlobeDiff: State Diffusion Process for Partial Observability in Multi-Agent System
- ICLR 2026Go-Browse: Training Web Agents with Structured Exploration
- ICLR 2026Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems
- ICLR 2026Graph-of-Agents: A Graph-based Framework for Multi-Agent LLM Collaboration
- ICLR 2026GraphPlanner: Graph-Based Agentic Routing for LLMs
- ICLR 2026Grokking in LLM Pretraining? Monitor Memorization-to-Generalization without Test
- ICLR 2026GT-Space: Enhancing Heterogeneous Collaborative Perception with Ground Truth Feature Space
- ICLR 2026GTA1: GUI Test-time Scaling Agent
- ICLR 2026GUI-Shift: Enhancing VLM-Based GUI Agents through Self-supervised Reinforcement Learning
- ICLR 2026HackWorld: Evaluating Computer-Use Agents on Exploiting Web Application Vulnerabilities
- ICLR 2026HAMLET: Hyperadaptive Agent-based Modeling for Live Embodied Theatrics
- ICLR 2026Helmsman: Autonomous Synthesis of Federated Learning Systems via Collaborative 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。