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 640 篇，第 8 / 13 页
- ICML 2026MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks
- ICML 2026MatchFixAgent: Language-Agnostic Autonomous Repository-Level Code Translation Validation and Repair
- ICML 2026MCP-Persona: Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation
- ICML 2026MEAL: A Benchmark for Continual Multi-Agent Reinforcement Learning
- ICML 2026Measuring Agents in Production
- ICML 2026MedCoG: Maximizing LLM Inference Density in Medical Reasoning via Meta-Cognitive Regulation
- ICML 2026MedScope: Incentivizing "Think with Videos" for Clinical Reasoning via Coarse-to-Fine Tool Calling
- ICML 2026Mem-T: Densifying Rewards for Long-Horizon Memory Agents
- ICML 2026MemEvolve: Meta-Evolution of Agent Memory Systems
- ICML 2026MemIncept: Steering LLM Agents via Cooperative Stealthy Memory Injections
- ICML 2026MEMO: Memory-Augmented Model Context Optimization for Robust Multi-Turn Multi-Agent LLM Games
- ICML 2026MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning
- ICML 2026Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents
- ICML 2026MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
- ICML 2026MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering
- ICML 2026Meta Context Engineering via Agentic Skill Evolution
- ICML 2026Milestone-Guided Policy Learning for Long-Horizon Language Agents
- ICML 2026MindFlow: Mind Supernet Powered Thinking Flows for Research Idea Innovation
- ICML 2026MiniAppBench: Evaluating the Shift from Text to Interactive HTML Responses in LLM-Powered Assistants
- ICML 2026MINIM: Privacy-Aware Minimal View for Agents via Trusted Local Sanitization
- ICML 2026Mitigating Conversational Inertia in Multi-Turn Agents
- ICML 2026ML-Agent: Reinforcing LLM Agents for Autonomous Machine Learning Engineering
- ICML 2026MM-DeepResearch: A Simple and Effective Multimodal Agentic Search Baseline
- ICML 2026MMBench-Live: A Continuously Evolving Benchmark for Multimodal Models
- ICML 2026MOC: Multi-Order Communication in LLM-based Multi-Agent Systems
- ICML 2026MonoScale: Scaling Multi-Agent System with Monotonic Improvement
- ICML 2026More Capable, Less Cooperative? When LLMs Fail at Zero-Cost Collaboration
- ICML 2026Mosaic: Runtime-Efficient Multi-Agent Embodied Planning
- ICML 2026Motion Planning in Compressed Representation Spaces
- ICML 2026MulFCoder: Framework-conditioned Multi-agent for MLLM-based Multi-framework Front-end Code Generation
- ICML 2026Multi-agent imitation learning with function approximation: linear Markov games and beyond
- ICML 2026Multi-Agent Reinforcement Learning with Submodular Reward
- ICML 2026Multi-Agent Teams Hold Experts Back
- ICML 2026Multimodal Meta-Verifier with Explicit Structured Recalibration
- ICML 2026Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning
- ICML 2026NaviAgent: Graph‑Driven Bilevel Planning for Scalable Tool Orchestration
- ICML 2026Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph
- ICML 2026Navigating the Energy Landscape of Collaboration: Multi-Agent Communication Graph Generation via Score-Based Diffusion
- ICML 2026NEMO: Execution-Aware Optimization Modeling via Autonomous Coding Agents
- ICML 2026Next-Gen CAPTCHAs: Leveraging the Cognitive Gap for Scalable and Diverse GUI-Agent Defense
- ICML 2026NL2Repo-Bench: Towards Long-Horizon Repository Generation Evaluation of Coding Agents
- ICML 2026NonZero: Interaction-Guided Exploration for Multi-Agent Monte Carlo Tree Search
- ICML 2026Not All Prefills Are Equal: PPD Disaggregation for Multi-turn LLM Serving
- ICML 2026Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematics
- ICML 2026Off-Policy Evaluation with Strategic Agents via Local Disclosure
- ICML 2026Offline Multi-agent Continual Cooperation via Skill Partition and Reuse
- ICML 2026Offline Multi-Agent Reinforcement Learning via Sequential Score Decomposition
- ICML 2026OLion: Approaching the Hadamard Ideal by Intersecting Spectral and L inf Implicit Biases
- ICML 2026OMAC: A Holistic Optimization Framework for LLM-Based Multi-Agent Collaboration
- ICML 2026On Effectiveness and Efficiency of Agentic Tool-calling and RL Training
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。