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 15 / 19 页
- ICML 2025From Passive to Active Reasoning: Can Large Language Models Ask the Right Questions under Incomplete Information?
- ICML 2025G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
- ICML 2025General agents need world models
- ICML 2025GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation
- ICML 2025GradPS: Resolving Futile Neurons in Parameter Sharing Network for Multi-Agent Reinforcement Learning
- ICML 2025Graph Diffusion for Robust Multi-Agent Coordination
- ICML 2025Graph World Model
- ICML 2025Gravity-Bench-v1: A Benchmark on Gravitational Physics Discovery for Agents
- ICML 2025GuardAgent: Safeguard LLM Agents via Knowledge-Enabled Reasoning
- ICML 2025Guided Search Strategies in Non-Serializable Environments with Applications to Software Engineering Agents
- ICML 2025Hidden No More: Attacking and Defending Private Third-Party LLM Inference
- ICML 2025Hybrid Quantum-Classical Multi-Agent Pathfinding
- ICML 2025HYGMA: Hypergraph Coordination Networks with Dynamic Grouping for Multi-Agent Reinforcement Learning
- ICML 2025Improving Model Alignment Through Collective Intelligence of Open-Source Models
- ICML 2025Improving Parallel Program Performance with LLM Optimizers via Agent-System Interfaces
- ICML 2025Incentivize without Bonus: Provably Efficient Model-based Online Multi-agent RL for Markov Games
- ICML 2025Investigating Non-Transitivity in LLM-as-a-Judge
- ICML 2025ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks
- ICML 2025KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems
- ICML 2025KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree Search
- ICML 2025Large Language Model-driven Large Neighborhood Search for Large-Scale MILP Problems
- ICML 2025LARM: Large Auto-Regressive Model for Long-Horizon Embodied Intelligence
- ICML 2025Learning Cascade Ranking as One Network
- ICML 2025Learning Mean Field Control on Sparse Graphs
- ICML 2025Learning Progress Driven Multi-Agent Curriculum
- ICML 2025Learning Strategic Language Agents in the Werewolf Game with Iterative Latent Space Policy Optimization
- ICML 2025Learning to Incentivize in Repeated Principal-Agent Problems with Adversarial Agent Arrivals
- ICML 2025Learning to Stop: Deep Learning for Mean Field Optimal Stopping
- ICML 2025Let LLM Tell What to Prune and How Much to Prune
- ICML 2025Linear Contextual Bandits With Interference
- ICML 2025LLM-Assisted Semantically Diverse Teammate Generation for Efficient Multi-agent Coordination
- ICML 2025M³HF: Multi-agent Reinforcement Learning from Multi-phase Human Feedback of Mixed Quality
- ICML 2025MAGELLAN: Metacognitive predictions of learning progress guide autotelic LLM agents in large goal spaces
- ICML 2025MAS-GPT: Training LLMs to Build LLM-based Multi-Agent Systems
- ICML 2025MCU: An Evaluation Framework for Open-Ended Game Agents
- ICML 2025MedRAX: Medical Reasoning Agent for Chest X-ray
- ICML 2025MELON: Provable Defense Against Indirect Prompt Injection Attacks in AI Agents
- ICML 2025MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines
- ICML 2025Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence
- ICML 2025MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking
- ICML 2025Multi-agent Architecture Search via Agentic Supernet
- ICML 2025MVA: Linear Attention with High-order Query-Keys Integration and Multi-level Vocabulary Decomposition
- ICML 2025Near Optimal Best Arm Identification for Clustered Bandits
- ICML 2025Nemotron-CORTEXA: Enhancing LLM Agents for Software Engineering Tasks via Improved Localization and Solution Diversity
- ICML 2025O-MAPL: Offline Multi-agent Preference Learning
- ICML 2025Of Mice and Machines: A Comparison of Learning Between Real World Mice and RL Agents
- ICML 2025Offline Opponent Modeling with Truncated Q-driven Instant Policy Refinement
- ICML 2025On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty Agents
- ICML 2025OrcaLoca: An LLM Agent Framework for Software Issue Localization
- ICML 2025PAC Learning with Improvements
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。