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 11 / 13 页
- ICML 2026ScaleSim: Serving Large-Scale Multi-Agent Simulation with Invocation Distance-Based Memory Management
- ICML 2026Scaling Agentic Verifier for Competitive Coding
- ICML 2026Scaling Long-Horizon Agent via Context Folding
- ICML 2026Scaling Multi-Agent Environment Co-Design with Diffusion Models
- ICML 2026Scaling Small Agents Through Strategy Auctions
- ICML 2026Scaling the Scaling Logic: Agentic Meta-Synthesis of Logic Reasoning
- ICML 2026Scaling up Multi-Turn Off-Policy RL and Multi-Agent Tree Search for LLM Step-Provers
- ICML 2026Scaling, Benchmarking, and Reasoning of Vision-Language Agents for Mobile GUI Navigation
- ICML 2026SceneSmith: Agentic Generation of Simulation-Ready Indoor Scenes
- ICML 2026SciAgentGym: Benchmarking Multi-Step Scientific Tool-Use in LLM Agents
- ICML 2026SciNet: Evaluating AI Agents in Relation-Aware Scientific Literature Retrieval
- ICML 2026Scout Before You Attend: Sketch-and-Walk Sparse Attention for Efficient LLM Inference
- ICML 2026SCOUT: Active Information Foraging for Long-Text Understanding with Decoupled Epistemic States
- ICML 2026ScreenParse: Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision
- ICML 2026SE-GA: Memory-Augmented Self-Evolution for GUI Agents
- ICML 2026SEAgent: Self-Evolving Computer Use Agent with Autonomous Learning from Experience
- ICML 2026Secure Multi-agent Reinforcement Learning for Service Systems with Affinity and Byzantine Nodes: Stability Analysis and Protection Design
- ICML 2026Securing Multi-Agent Systems Against Corruptions via Node Contribution Backpropagation
- ICML 2026SEDRAS: Symbolically Evaluated Deep Research And Science
- ICML 2026Self-evolving LLM agents with in-distribution Optimization
- ICML 2026Semantic Tube Prediction: Beating LLM Data Efficiency with JEPA
- ICML 2026SERA: Soft-Verified Efficient Repository Agents
- ICML 2026Should I Have Expressed a Different Intent? Counterfactual Generation for LLM-Based Autonomous Control
- ICML 2026SimpleMem: Efficient Lifelong Memory for LLM Agents
- ICML 2026SimulCost: A Cost-Aware Benchmark and Toolkit for Automating Physics Simulations with LLMs
- ICML 2026Skill-Based Mixture-of-Experts: Adaptive Routing for Heterogeneous Reasoning via Inferred Skills
- ICML 2026Skill-Pro: Learning Reusable Skills from Experience via Non-Parametric PPO for LLM Agents
- ICML 2026SkillTrojan: Backdoor Attacks on Skill-Based Agent Systems
- ICML 2026Small Agent Group is the Future of Digital Health
- ICML 2026SOLAR for Offline MARL: Plateau-Triggered Potential Shaping under World-Model Uncertainty
- ICML 2026SOPE: Situation-Aware and Statistically Indistinguishable Privacy Exfiltration for MCP-enabled Agents
- ICML 2026SorryDB: Can AI Provers Complete Real-World Lean Theorems?
- ICML 2026SP-Mind: An Autonomous Reasoning Agent for Spatial Proteomics Analysis
- ICML 2026SPADA: A Verifiable Test-Driven Agent for Controllable Parametric CAD Assembly Generation
- ICML 2026SPARe: Stacked Parallelism with Adaptive Reordering for Fault-Tolerant LLM Pretraining Systems with 100k+ GPUs
- ICML 2026Sparks of Cooperative Reasoning: LLMs as Strategic Hanabi Agents
- ICML 2026Sparse Topology-Aware Pairwise Scoring for Large-Scale Multi-Agent Reinforcement Learning
- ICML 2026Speculative Safety Honeypot: Toward Proactive Defense Against Multi-turn Agent Attacks
- ICML 2026Sponge Tool Attack: Stealthy Denial-of-Efficiency against Tool-Augmented Agentic Reasoning
- ICML 2026SRPO: Self-Reflective Policy Optimization for Long-Horizon Reasoning
- ICML 2026StitchCUDA: An Automated Multi-Agents End-to-End GPU Programing Framework with Rubric-based Agentic Reinforcement Learning
- ICML 2026Strat-Reasoner: Reinforcing Strategic Reasoning of LLMs in Multi-Agent Games
- ICML 2026Strategic Navigation or Stochastic Search? How Agents and Humans Reason Over Document Collections
- ICML 2026Stratified GRPO: Handling Structural Heterogeneity in Reinforcement Learning of LLM Search Agents
- ICML 2026Stream RAG: Instant and Accurate Spoken Dialogue Systems with Streaming Tool Usage
- ICML 2026Structurally Aligned Subtask-Level Memory for Software Engineering Agents
- ICML 2026Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs
- ICML 2026SWE-ABS: Adversarial Benchmark Strengthening Exposes Inflated Success Rates on Test-based Benchmark
- ICML 2026SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
- ICML 2026SWE-Compass: Towards Unified Evaluation of Agentic Coding Abilities for Large Language Models
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。