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 81 篇，第 1 / 2 页

1. CVPR 2025A Focused Human Body Model for Accurate Anthropometric Measurements Extraction
2. CVPR 2025ALIEN: Implicit Neural Representations for Human Motion Prediction under Arbitrary Latency
3. CVPR 2025Certified Human Trajectory Prediction
4. CVPR 2025CORE4D: A 4D Human-Object-Human Interaction Dataset for Collaborative Object REarrangement
5. CVPR 2025Decision SpikeFormer: Spike-Driven Transformer for Decision Making
6. CVPR 2025DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single Image
7. CVPR 2025DynPose: Largely Improving the Efficiency of Human Pose Estimation by a Simple Dynamic Framework
8. CVPR 2025Embracing Collaboration Over Competition: Condensing Multiple Prompts for Visual In-Context Learning
9. CVPR 2025Free-viewpoint Human Animation with Pose-correlated Reference Selection
10. CVPR 2025Gaussian Eigen Models for Human Heads
11. CVPR 2025Gazing at Rewards: Eye Movements as a Lens into Human and AI Decision-Making in Hybrid Visual Foraging
12. CVPR 2025H-MoRe: Learning Human-centric Motion Representation for Action Analysis
13. CVPR 2025HeatFormer: A Neural Optimizer for Multiview Human Mesh Recovery
14. CVPR 2025HiPART: Hierarchical Pose AutoRegressive Transformer for Occluded 3D Human Pose Estimation
15. CVPR 2025HORP: Human-Object Relation Priors Guided HOI Detection
16. CVPR 2025Human Motion Instruction Tuning
17. CVPR 2025HuPerFlow: A Comprehensive Benchmark for Human vs. Machine Motion Estimation Comparison
18. CVPR 2025LAL: Enhancing 3D Human Motion Prediction with Latency-aware Auxiliary Learning
19. CVPR 2025MEGA: Masked Generative Autoencoder for Human Mesh Recovery
20. CVPR 2025MLLM-as-a-Judge for Image Safety without Human Labeling
21. CVPR 2025MODA: Motion-Drift Augmentation for Inertial Human Motion Analysis
22. CVPR 2025MotionMap: Representing Multimodality in Human Pose Forecasting
23. CVPR 2025Multi-modal Medical Diagnosis via Large-small Model Collaboration
24. CVPR 2025PI-HMR: Towards Robust In-bed Temporal Human Shape Reconstruction with Contact Pressure Sensing
25. CVPR 2025PromptHMR: Promptable Human Mesh Recovery
26. CVPR 2025RePerformer: Immersive Human-centric Volumetric Videos from Playback to Photoreal Reperformance
27. CVPR 2025SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories
28. CVPR 2025Sketch Down the FLOPs: Towards Efficient Networks for Human Sketch
29. CVPR 2025StickMotion: Generating 3D Human Motions by Drawing a Stickman
30. CVPR 2025X-Dyna: Expressive Dynamic Human Image Animation
31. ICLR 2025Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes
32. ICLR 2025DeLLMa: Decision Making Under Uncertainty with Large Language Models
33. ICLR 2025Eliciting Human Preferences with Language Models
34. ICLR 2025Learning from Imperfect Human Feedback: A Tale from Corruption-Robust Dueling
35. ICLR 2025Learning to Contextualize Web Pages for Enhanced Decision Making by LLM Agents
36. ICLR 2025LLMs Can Plan Only If We Tell Them
37. ICLR 2025PARTNR: A Benchmark for Planning and Reasoning in Embodied Multi-agent Tasks
38. ICLR 2025Rational Decision-Making Agent with Learning Internal Utility Judgment
39. ICLR 2025Reconciling Model Multiplicity for Downstream Decision Making
40. ICLR 2025Self-Evolving Multi-Agent Collaboration Networks for Software Development
41. ICML 2025A Mathematical Framework for AI-Human Integration in Work
42. ICML 2025Beyond CVaR: Leveraging Static Spectral Risk Measures for Enhanced Decision-Making in Distributional Reinforcement Learning
43. ICML 2025CollabLLM: From Passive Responders to Active Collaborators
44. ICML 2025Contextual Online Decision Making with Infinite-Dimensional Functional Regression
45. ICML 2025Decision Making under the Exponential Family: Distributionally Robust Optimisation with Bayesian Ambiguity Sets
46. ICML 2025Enhancing Decision-Making of Large Language Models via Actor-Critic
47. ICML 2025Evolving Minds: Logic-Informed Inference from Temporal Action Patterns
48. ICML 2025How Distributed Collaboration Influences the Diffusion Model Training? A Theoretical Perspective
49. ICML 2025Position: Democratic AI is Possible. The Democracy Levels Framework Shows How It Might Work.
50. ICML 2025Position: We Need Responsible, Application-Driven (RAD) AI Research

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。