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 38 / 40 页
- NeurIPS 2026Specialists Hold, Generalists Discount: Asymmetric Equilibrium in LLM Routing Auctions
- NeurIPS 2026Spend Only What You Need: Defect-Aware Residual Coverage for Efficient Multi-Agent Reasoning
- NeurIPS 2026SplitZip: Ultra Fast Lossless KV Compression for Disaggregated LLM Serving
- NeurIPS 2026SpreadsheetBench 2: Evaluating Agents on End-to-End Business Spreadsheet Workflows
- NeurIPS 2026SREGym: A Live Benchmark for AI SRE Agents with High-Fidelity Failure Scenarios
- NeurIPS 2026STAR-Math: Multi-Agent Mathematical Reasoning under Persistent Meta-Strategic Supervision
- NeurIPS 2026StarCraft Motion: A Dataset for Agent Simulation in Adversarial and Partially Observable Scenarios
- NeurIPS 2026StateLedger: Path-Addressed External Memory for Persistent Multi-Agent Systems
- NeurIPS 2026Stealth Apart, Harm Together: Skill Cascading Attacks on Skill-Based Agent Systems
- NeurIPS 2026Step-dLLM: Adaptive Step-aware Sparse Attention for Efficient Diffusion LLM Inference
- NeurIPS 2026StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction
- NeurIPS 2026Strategic Decision Focused Learning
- NeurIPS 2026Strategist: Designing Agentic Reasoning at Scale
- NeurIPS 2026Stress Testing Chain-of-Thought Monitoring Against Covert Misalignment
- NeurIPS 2026Structural Entropy Optimized Communication for Multi-Agent Reinforcement Learning
- NeurIPS 2026Structure-Semantic Guided Closed-Loop Medical Anomaly Detection via Multi-Agent Collaboration
- NeurIPS 2026Structured Human-Like Agentic Flow for RTL Design
- NeurIPS 2026SudoBench: A Contextual Authorization Benchmark for LLM Agents
- NeurIPS 2026SWE Atlas: Benchmarking Coding Agents Beyond Issue Resolution
- NeurIPS 2026SWE-Chain: Benchmarking Coding Agents on Chained Release-Level Package Upgrades
- NeurIPS 2026SWE-Crafter: Scaling Executable Multilingual Software Engineering Data with Meta-Skill Agents
- NeurIPS 2026SWE-Marathon: Can AI Agents Autonomously Complete Ultra-Long-Horizon Software Work?
- NeurIPS 2026SWE-Protégé: Learning to Selectively Collaborate With an Expert Unlocks Small Language Models as Software Engineering Agents
- NeurIPS 2026SwitchLingua V2: Agent-Driven Code-Switching via Digital Clones
- NeurIPS 2026Tackling the Data-Parallel Load Balancing Bottleneck in LLM Serving: Practical Online Routing at Scale
- NeurIPS 2026TACT: Mitigating Overthinking and Overacting in Coding Agents via Activation Steering
- NeurIPS 2026Talk Less, Work More: Communication-Efficient Decentralized Stochastic Approximation
- NeurIPS 2026Taming the Curses of Multiagency in Robust Markov Games with Large State Space through Linear Function Approximation
- NeurIPS 2026TANGO: RNA Topology and Geometry Co-Design
- NeurIPS 2026Tapes Together Strong: The Co-evolution of Computation and Cooperation
- NeurIPS 2026TargetSage: Identifying Therapeutic Target Genes with Interpretable and Robust LLM Reasoning
- NeurIPS 2026Task Success Is Not Enough: Side-effect-Aware Evaluation of Tool-Using Language Model Agents
- NeurIPS 2026Task-Aware KV Cache Compression for LLM Agents via Utility-Driven Step Pruning
- NeurIPS 2026TerminalWorld: Benchmarking Agents on Real-World Terminal Tasks
- NeurIPS 2026Test-Time Learning with an Evolving Library
- NeurIPS 2026Test-time Multi-agent Coordination by Decomposed Value Gradient Flow
- NeurIPS 2026TextSeal: A Localized LLM Watermark for Provenance & Distillation Protection
- NeurIPS 2026The Compliance Trap: Diagnosing How AI Agents Consume Conflicting Memory
- NeurIPS 2026The Constitutional Coverage Trilemma in AI Governance
- NeurIPS 2026The Era of Agentic Organization: Learning to Organize with Language Models
- NeurIPS 2026The Geometry of Agent Skills: Non-Commutative Composition in Representation Space
- NeurIPS 2026The Horizon Threshold in Cooperative Multi-Agent Reward-Free Exploration
- NeurIPS 2026The Missing Corpus: Infinite Ground Truth for File-Grounded LLM Evaluation
- NeurIPS 2026The PokeAgent Challenge: Competitive and Long-Context Learning at Scale
- NeurIPS 2026The Reciprocity Gradient
- NeurIPS 2026The Reflexivity Threshold: A Phase Transition for Multi-Agent Performative Prediction
- NeurIPS 2026The Ringelmann Effect in Multi-Agent LLM Systems: A Scaling Law for Effective Team Size
- NeurIPS 2026The Ruler and the Judge: Benchmark-Conditional Evaluation of LLM-as-a-Judge
- NeurIPS 2026The Scaling Laws of Skills in LLM Agent Systems
- NeurIPS 2026The Scaling Paradox of Tool-Calling LLM Agents Under Realistic MCP Faults
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。