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 500 篇，第 6 / 10 页
- ICLR 2026LogiStory: A Logic-Aware Framework for Multi-Image Story Visualization
- ICLR 2026Look Back to Reason Forward: Revisitable Memory for Long-Context LLM Agents
- ICLR 2026M$^2$-Miner: Multi-Agent Enhanced MCTS for Mobile GUI Agent Data Mining
- ICLR 2026MAC-AMP: A Closed-Loop Multi-Agent Collaboration System for Multi-Objective Antimicrobial Peptide Design
- ICLR 2026ManagerBench: Evaluating the Safety-Pragmatism Trade-off in Autonomous LLMs
- ICLR 2026ManipEvalAgent: Promptable and Efficient Evaluation Framework for Robotic Manipulation Policies
- ICLR 2026MARSHAL: Incentivizing Multi-Agent Reasoning via Self-Play with Strategic LLMs
- ICLR 2026MARTI: A Framework for Multi-Agent LLM Systems Reinforced Training and Inference
- ICLR 2026MAS$^2$: Self-Generative, Self-Configuring, Self-Rectifying Multi-Agent Systems
- ICLR 2026MATA: A Trainable Hierarchical Automaton System for Multi-Agent Visual Reasoning
- ICLR 2026Matching multiple experts: on the exploitability of multi-agent imitation learning
- ICLR 2026MC-Search: Evaluating and Enhancing Multimodal Agentic Search with Structured Long Reasoning Chains
- ICLR 2026MCP Security Bench (MSB): Benchmarking Attacks Against Model Context Protocol in LLM Agents
- ICLR 2026MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers
- ICLR 2026MCP-SafetyBench: A Benchmark for Safety Evaluation of Large Language Models with Real-World MCP Servers
- ICLR 2026MCPMark: A Benchmark for Stress-Testing Realistic and Comprehensive MCP Use
- ICLR 2026Measuring and Mitigating Rapport Bias of Large Language Models under Multi-Agent Social Interactions
- ICLR 2026Measuring Bias Amplification in Multi-Agent Systems with Large Language Models
- ICLR 2026Measuring LLM Novelty As The Frontier Of Original And High-Quality Output
- ICLR 2026MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via Reasoning Agentic Workflow
- ICLR 2026MedAgentGym: A Scalable Agentic Training Environment for Code-Centric Reasoning in Biomedical Data Science
- ICLR 2026MedVR: Annotation-Free Medical Visual Reasoning via Agentic Reinforcement Learning
- ICLR 2026MEM1: Learning to Synergize Memory and Reasoning for Efficient Long-Horizon Agents
- ICLR 2026MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent
- ICLR 2026MemGen: Weaving Generative Latent Memory for Self-Evolving Agents
- ICLR 2026Meta-RL Induces Exploration in Language Agents
- ICLR 2026Meta-Router: Bridging Gold-standard and Preference-based Evaluations in LLM Routing
- ICLR 2026MetaCaptioner: Towards Generalist Visual Captioning with Open-source Suites
- ICLR 2026Mix-Ecom: Towards Mixed-Type E-Commerce Dialogues with Complex Domain Rules
- ICLR 2026MLE-Smith: Scaling MLE Tasks with Automated Multi-agent Pipeline
- ICLR 2026MME-Emotion: A Holistic Evaluation Benchmark for Emotional Intelligence in Multimodal Large Language Models
- ICLR 2026MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning
- ICLR 2026MMSearch-Plus: Benchmarking Provenance-Aware Search for Multimodal Browsing Agents
- ICLR 2026MobileIPL: Enhancing Mobile Agents Thinking Process via Iterative Preference Learning
- ICLR 2026MobileRL: Online Agentic Reinforcement Learning for Mobile GUI Agents
- ICLR 2026Modeling Others' Minds as Code
- ICLR 2026MoMaGen: Generating Demonstrations under Soft and Hard Constraints for Multi-Step Bimanual Mobile Manipulation
- ICLR 2026Monitoring Decomposition Attacks with Lightweight Sequential Monitors
- ICLR 2026Multi-Action Self-Improvement For Neural Combinatorial Optimization
- ICLR 2026Multi-agent Coordination via Flow Matching
- ICLR 2026Multi-Agent Debate with Memory Masking
- ICLR 2026Multi-Agent Design: Optimizing Agents with Better Prompts and Topologies
- ICLR 2026Multi-Agent Guided Policy Optimization
- ICLR 2026Multi-LLM Adaptive Conformal Inference for Reliable LLM Response
- ICLR 2026Multi-View Encoders for Performance Prediction in LLM-Based Agentic Workflows
- ICLR 2026Multimodal Policy Internalization for Conversational Agents
- ICLR 2026Negotiated Reasoning: On Provably Addressing Relative Over-Generalization
- ICLR 2026NerVE: Nonlinear Eigenspectrum Dynamics in LLM Feed-Forward Networks
- ICLR 2026NetArena: Dynamically Generated LLM Benchmarks for Network Applications
- ICLR 2026NewtonBench: Benchmarking Generalizable Scientific Law Discovery in 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。