人机协作论文趋势 2023–2026

协同决策

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 365 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

人机协作论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202314884272
202436142343116
20252810133081
20262616223296

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

全部人机协作论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 66 篇，第 1 / 2 页

  1. ICML 2026Adaptively Grouped Contextual Bandits for Heterogeneous Human-AI Decision Making with Conformal Prediction Sets
  2. ICML 2026Bulk-Calibrated Credal Ambiguity Sets: Fast, Tractable Decision Making under Out-of-Sample Contamination
  3. ICML 2026CentaurEval: Benchmarking Human-in-the-Loop Value in Agentic Coding
  4. ICML 2026Controlled Collaboration Geometry for Personalized Federated Learning
  5. ICML 2026CooT: Learning to Coordinate In-Context with Coordination Transformers
  6. ICML 2026Doppler Prompting for Stable mmWave-based Human Pose Estimation
  7. ICML 2026FedGain: Toward Negative-Gain-Free Client Collaboration in Federated Learning
  8. ICML 2026Fix the Mind, Not the Move: Interpretable AI Assistance via Knowledge-Gap Localization
  9. ICML 2026From Winning to Understanding: A Diagnostic Long-Horizon RTS Benchmark for LLMs
  10. ICML 2026Group Cognition Learning: Making Everything Better Through Controlled Two-Stage Agents Collaboration
  11. ICML 2026Human-AI Collaborative Uncertainty Quantification
  12. ICML 2026Learning Unanimously Acceptable Lotteries via Queries
  13. ICML 2026Making Learner Weakness Actionable for Learning from Demonstration with Novice Teachers
  14. ICML 2026MCCE: A Framework for Multi-LLM Collaborative Search in Discrete Spaces with Similarity-Filtered Preference Learning
  15. ICML 2026Moving Out: Physically-grounded Human-AI Collaboration
  16. ICML 2026Multi-Round Human–AI Collaboration with User-Specified Requirements
  17. ICML 2026Optimal Decision-Making Based on Prediction Sets
  18. ICML 2026Post-Training LLMs as Better Decision-Making Agents: A Regret-Minimization Approach
  19. ICML 2026Reinforcement Learning with Pairwise Preferences in Long-Term Decision Problems
  20. ICML 2026Robust Human-AI Complementarity under Uncertainty
  21. ICML 2026Towards Rule-Based Knowledge Sharing in Federated Learning
  22. ICML 2026Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence
  23. ICML 2025A Mathematical Framework for AI-Human Integration in Work
  24. ICML 2025Beyond CVaR: Leveraging Static Spectral Risk Measures for Enhanced Decision-Making in Distributional Reinforcement Learning
  25. ICML 2025CollabLLM: From Passive Responders to Active Collaborators
  26. ICML 2025Contextual Online Decision Making with Infinite-Dimensional Functional Regression
  27. ICML 2025Decision Making under the Exponential Family: Distributionally Robust Optimisation with Bayesian Ambiguity Sets
  28. ICML 2025Enhancing Decision-Making of Large Language Models via Actor-Critic
  29. ICML 2025Evolving Minds: Logic-Informed Inference from Temporal Action Patterns
  30. ICML 2025How Distributed Collaboration Influences the Diffusion Model Training? A Theoretical Perspective
  31. ICML 2025Position: Democratic AI is Possible. The Democracy Levels Framework Shows How It Might Work.
  32. ICML 2025Position: We Need Responsible, Application-Driven (RAD) AI Research
  33. ICML 2025Position: When Incentives Backfire, Data Stops Being Human
  34. ICML 2025Robust Reward Alignment via Hypothesis Space Batch Cutting
  35. ICML 2025Towards Theoretical Understanding of Sequential Decision Making with Preference Feedback
  36. ICML 2024A Unified Linear Programming Framework for Offline Reward Learning from Human Demonstrations and Feedback
  37. ICML 2024Augmenting Decision with Hypothesis in Reinforcement Learning
  38. ICML 2024Configurable Mirror Descent: Towards a Unification of Decision Making
  39. ICML 2024Conformal Prediction Sets Improve Human Decision Making
  40. ICML 2024Do Large Language Models Perform the Way People Expect? Measuring the Human Generalization Function
  41. ICML 2024Exploiting Human-AI Dependence for Learning to Defer
  42. ICML 2024Fast Decision Boundary based Out-of-Distribution Detector
  43. ICML 2024Human-like Category Learning by Injecting Ecological Priors from Large Language Models into Neural Networks
  44. ICML 2024Learning Temporal Distances: Contrastive Successor Features Can Provide a Metric Structure for Decision-Making
  45. ICML 2024Memoria: Resolving Fateful Forgetting Problem through Human-Inspired Memory Architecture
  46. ICML 2024Mind the Boundary: Coreset Selection via Reconstructing the Decision Boundary
  47. ICML 2024On the Calibration of Human Pose Estimation
  48. ICML 2024On The Statistical Complexity of Offline Decision-Making
  49. ICML 2024Position: A Call to Action for a Human-Centered AutoML Paradigm
  50. ICML 2024Position: Insights from Survey Methodology can Improve Training Data

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可以直接复制这句话问 AI

用 paperlist 查人机协作在 CVPR 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": "human-ai-collaboration"}

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常见问题

2023–2026 年四大会议一共有多少篇人机协作论文？
共 365 篇，按年份分别是 2023 年 72 篇、2024 年 116 篇、2025 年 81 篇、2026 年 96 篇。
NeurIPS 2026 有多少篇人机协作论文？
NeurIPS 2026 有 26 篇人机协作论文，上一届是 28 篇。
ICLR 2026 有多少篇人机协作论文？
ICLR 2026 有 16 篇人机协作论文，上一届是 10 篇。
ICML 2026 有多少篇人机协作论文？
ICML 2026 有 22 篇人机协作论文，上一届是 13 篇。
CVPR 2026 有多少篇人机协作论文？
CVPR 2026 有 32 篇人机协作论文，上一届是 30 篇。
哪个会议的人机协作论文最多？
CVPR，2023–2026 年共 147 篇。

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