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 72 篇，第 1 / 2 页

1. CVPR 20233D Human Keypoints Estimation From Point Clouds in the Wild Without Human Labels
2. CVPR 20233D Human Mesh Estimation From Virtual Markers
3. CVPR 20233D Human Pose Estimation With Spatio-Temporal Criss-Cross Attention
4. CVPR 2023A Characteristic Function-Based Method for Bottom-Up Human Pose Estimation
5. CVPR 2023ACR: Attention Collaboration-Based Regressor for Arbitrary Two-Hand Reconstruction
6. CVPR 2023Adaptive Human Matting for Dynamic Videos
7. CVPR 2023Avatars Grow Legs: Generating Smooth Human Motion From Sparse Tracking Inputs With Diffusion Model
8. CVPR 2023Blowing in the Wind: CycleNet for Human Cinemagraphs From Still Images
9. CVPR 2023Boundary Unlearning: Rapid Forgetting of Deep Networks via Shifting the Decision Boundary
10. CVPR 2023Category Query Learning for Human-Object Interaction Classification
11. CVPR 2023Clothed Human Performance Capture With a Double-Layer Neural Radiance Fields
12. CVPR 2023Complete 3D Human Reconstruction From a Single Incomplete Image
13. CVPR 2023DeFeeNet: Consecutive 3D Human Motion Prediction With Deviation Feedback
14. CVPR 2023Deformable Mesh Transformer for 3D Human Mesh Recovery
15. CVPR 2023Detecting Human-Object Contact in Images
16. CVPR 2023DIFu: Depth-Guided Implicit Function for Clothed Human Reconstruction
17. CVPR 2023DyLiN: Making Light Field Networks Dynamic
18. CVPR 2023FeatER: An Efficient Network for Human Reconstruction via Feature Map-Based TransformER
19. CVPR 2023Generating Human Motion From Textual Descriptions With Discrete Representations
20. CVPR 2023GFPose: Learning 3D Human Pose Prior With Gradient Fields
21. CVPR 2023Hi4D: 4D Instance Segmentation of Close Human Interaction
22. CVPR 2023High-Fidelity 3D Human Digitization From Single 2K Resolution Images
23. CVPR 2023Human Pose As Compositional Tokens
24. CVPR 2023Human Pose Estimation in Extremely Low-Light Conditions
25. CVPR 2023HumanGen: Generating Human Radiance Fields With Explicit Priors
26. CVPR 2023Humans As Light Bulbs: 3D Human Reconstruction From Thermal Reflection
27. CVPR 2023Learning Analytical Posterior Probability for Human Mesh Recovery
28. CVPR 2023Learning Human Mesh Recovery in 3D Scenes
29. CVPR 2023Listening Human Behavior: 3D Human Pose Estimation With Acoustic Signals
30. CVPR 2023Normal-Guided Garment UV Prediction for Human Re-Texturing
31. CVPR 2023PLIKS: A Pseudo-Linear Inverse Kinematic Solver for 3D Human Body Estimation
32. CVPR 2023POTTER: Pooling Attention Transformer for Efficient Human Mesh Recovery
33. CVPR 2023Probing Sentiment-Oriented Pre-Training Inspired by Human Sentiment Perception Mechanism
34. CVPR 2023Relational Context Learning for Human-Object Interaction Detection
35. CVPR 2023Sampling Is Matter: Point-Guided 3D Human Mesh Reconstruction
36. CVPR 2023SeSDF: Self-Evolved Signed Distance Field for Implicit 3D Clothed Human Reconstruction
37. CVPR 2023Sketch2Saliency: Learning To Detect Salient Objects From Human Drawings
38. CVPR 2023SketchXAI: A First Look at Explainability for Human Sketches
39. CVPR 2023Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision
40. CVPR 2023UniHCP: A Unified Model for Human-Centric Perceptions
41. CVPR 2023VGFlow: Visibility Guided Flow Network for Human Reposing
42. CVPR 2023X-Avatar: Expressive Human Avatars
43. ICLR 2023Asymptotic Instance-Optimal Algorithms for Interactive Decision Making
44. ICLR 2023Beyond calibration: estimating the grouping loss of modern neural networks
45. ICLR 2023Calibrating the Rigged Lottery: Making All Tickets Reliable
46. ICLR 2023Human Motion Diffusion Model
47. ICLR 2023Learning Human-Compatible Representations for Case-Based Decision Support
48. ICLR 2023LiftedCL: Lifting Contrastive Learning for Human-Centric Perception
49. ICLR 2023MCAL: Minimum Cost Human-Machine Active Labeling
50. 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。