人机协作论文趋势 2023–2026

主要结论

• 人机协作论文从 2023 年的 72 篇增长到 2026 年的 96 篇，三年间扩大到约 1.3 倍。
• CVPR 是发人机协作论文最多的会议，2023–2026 年共 147 篇，占四个会议总量的 40%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 10 篇。
• 在「教育与交互」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的用户建模是 2.9 倍，人机协作是 1.3 倍。

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 2026Budgeting Discretion: Theory and Evidence on Street-Level Decision-Making
• ICML 2026Adaptively Grouped Contextual Bandits for Heterogeneous Human-AI Decision Making with Conformal Prediction Sets
• ICLR 2026AtC: Aggregate-then-Calibrate for Human-centered Assessment
• CVPR 2026BiPreManip Learning Affordance-Based Bimanual Preparatory Manipulation through Anticipatory Collaboration
• NeurIPS 2025Cascaded Language Models for Cost-Effective Human–AI Decision-Making
• ICML 2025Position: When Incentives Backfire, Data Stops Being Human
• ICLR 2025DeLLMa: Decision Making Under Uncertainty with Large Language Models
• CVPR 2025A Focused Human Body Model for Accurate Anthropometric Measurements Extraction
• NeurIPS 2024Muscles in Time: Learning to Understand Human Motion In-Depth by Simulating Muscle Activations
• ICML 2024Conformal Prediction Sets Improve Human Decision Making
• ICLR 2024Does Writing with Language Models Reduce Content Diversity?
• CVPR 2024Decentralized Directed Collaboration for Personalized Federated Learning
• NeurIPS 2023Alexa Arena: A User-Centric Interactive Platform for Embodied AI
• ICML 2023Bigger, Better, Faster: Human-level Atari with human-level efficiency
• ICLR 2023Beyond calibration: estimating the grouping loss of modern neural networks
• CVPR 20233D Human Keypoints Estimation From Point Clouds in the Wild Without Human Labels
• NeurIPS 2026HuPER: A Human-Inspired Framework for Phonetic Perception
• ICML 2026Controlled Collaboration Geometry for Personalized Federated Learning
• ICLR 2026Conformalized Decision Risk Assessment
• CVPR 2026EgoPoseFormer v2 Accurate Egocentric Human Motion Estimation for ARVR

全部人机协作论文

共 48 篇，第 1 / 1 页

1. ICLR 2026Adaptive Collaboration with Humans: Metacognitive Policy Optimization for Multi-Agent LLMs with Continual Learning
2. ICLR 2026AtC: Aggregate-then-Calibrate for Human-centered Assessment
3. ICLR 2026Collaborative Gym: A Framework for Enabling and Evaluating Human-Agent Collaboration
4. ICLR 2026Conformalized Decision Risk Assessment
5. ICLR 2026Dimension-Free Decision Calibration for Nonlinear Loss Functions
6. ICLR 2026Don't Throw Away Your Pretrained Model
7. ICLR 2026EditLens: Quantifying the Extent of AI Editing in Text
8. ICLR 2026EMFuse: Energy-based Model Fusion for Decision Making
9. ICLR 2026Fair Decision Utility in Human-AI Collaboration: Interpretable Confidence Adjustment for Humans with Cognitive Disparities
10. ICLR 2026Formalising Human-in-the-Loop: Computational Reductions, Failure Modes, and Legal-Moral Responsibility
11. ICLR 2026INTIMA: A Benchmark for Human-AI Companionship Behavior
12. ICLR 2026Learning Human Habits with Rule-Guided Active Inference
13. ICLR 2026On the Mechanisms of Collaborative Learning in VAE Recommenders
14. ICLR 2026Robust Decision-Making with Partially Calibrated Forecasters
15. ICLR 2026The Value of Information in Human-AI Decision-making
16. ICLR 2026Towards Cognitively-Faithful Decision-Making Models to Improve AI Alignment
17. ICLR 2025Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes
18. ICLR 2025DeLLMa: Decision Making Under Uncertainty with Large Language Models
19. ICLR 2025Eliciting Human Preferences with Language Models
20. ICLR 2025Learning from Imperfect Human Feedback: A Tale from Corruption-Robust Dueling
21. ICLR 2025Learning to Contextualize Web Pages for Enhanced Decision Making by LLM Agents
22. ICLR 2025LLMs Can Plan Only If We Tell Them
23. ICLR 2025PARTNR: A Benchmark for Planning and Reasoning in Embodied Multi-agent Tasks
24. ICLR 2025Rational Decision-Making Agent with Learning Internal Utility Judgment
25. ICLR 2025Reconciling Model Multiplicity for Downstream Decision Making
26. ICLR 2025Self-Evolving Multi-Agent Collaboration Networks for Software Development
27. ICLR 2024A Cognitive Model for Learning Abstract Relational Structures from Memory-based Decision-Making Tasks
28. ICLR 2024A Framework for Inference Inspired by Human Memory Mechanisms
29. ICLR 2024Bidirectional Temporal Diffusion Model for Temporally Consistent Human Animation
30. ICLR 2024Decision ConvFormer: Local Filtering in MetaFormer is Sufficient for Decision Making
31. ICLR 2024Deep Neural Networks Tend To Extrapolate Predictably
32. ICLR 2024Diagnosing Transformers: Illuminating Feature Spaces for Clinical Decision-Making
33. ICLR 2024Does Writing with Language Models Reduce Content Diversity?
34. ICLR 2024Enhancing Human Experience in Human-Agent Collaboration: A Human-Centered Modeling Approach Based on Positive Human Gain
35. ICLR 2024HAZARD Challenge: Embodied Decision Making in Dynamically Changing Environments
36. ICLR 2024Human Feedback is not Gold Standard
37. ICLR 2024Illusory Attacks: Information-theoretic detectability matters in adversarial attacks
38. ICLR 2024Leveraging Uncertainty Estimates To Improve Classifier Performance
39. ICLR 2024TorchRL: A data-driven decision-making library for PyTorch
40. ICLR 2024Turning large language models into cognitive models
41. ICLR 2023Asymptotic Instance-Optimal Algorithms for Interactive Decision Making
42. ICLR 2023Beyond calibration: estimating the grouping loss of modern neural networks
43. ICLR 2023Calibrating the Rigged Lottery: Making All Tickets Reliable
44. ICLR 2023Human Motion Diffusion Model
45. ICLR 2023Learning Human-Compatible Representations for Case-Based Decision Support
46. ICLR 2023LiftedCL: Lifting Contrastive Learning for Human-Centric Perception
47. ICLR 2023MCAL: Minimum Cost Human-Machine Active Labeling
48. ICLR 2023Towards Interpretable Deep Reinforcement Learning with Human-Friendly Prototypes

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。