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 116 篇，第 1 / 3 页

1. CVPR 20243D Human Pose Perception from Egocentric Stereo Videos
2. CVPR 2024A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation
3. CVPR 2024ChatPose: Chatting about 3D Human Pose
4. CVPR 2024CLOAF: CoLlisiOn-Aware Human Flow
5. CVPR 2024Decentralized Directed Collaboration for Personalized Federated Learning
6. CVPR 2024Diffusion-FOF: Single-View Clothed Human Reconstruction via Diffusion-Based Fourier Occupancy Field
7. CVPR 2024Disentangled Pre-training for Human-Object Interaction Detection
8. CVPR 2024Distilling CLIP with Dual Guidance for Learning Discriminative Human Body Shape Representation
9. CVPR 2024DPMesh: Exploiting Diffusion Prior for Occluded Human Mesh Recovery
10. CVPR 2024Dual-Enhanced Coreset Selection with Class-wise Collaboration for Online Blurry Class Incremental Learning
11. CVPR 2024Dynamic Inertial Poser (DynaIP): Part-Based Motion Dynamics Learning for Enhanced Human Pose Estimation with Sparse Inertial Sensors
12. CVPR 2024EventEgo3D: 3D Human Motion Capture from Egocentric Event Streams
13. CVPR 2024FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment
14. CVPR 2024FinePOSE: Fine-Grained Prompt-Driven 3D Human Pose Estimation via Diffusion Models
15. CVPR 2024HAVE-FUN: Human Avatar Reconstruction from Few-Shot Unconstrained Images
16. CVPR 2024HIT: Estimating Internal Human Implicit Tissues from the Body Surface
17. CVPR 2024Hourglass Tokenizer for Efficient Transformer-Based 3D Human Pose Estimation
18. CVPR 2024Human Motion Prediction Under Unexpected Perturbation
19. CVPR 2024Instance-aware Contrastive Learning for Occluded Human Mesh Reconstruction
20. CVPR 2024Inter-X: Towards Versatile Human-Human Interaction Analysis
21. CVPR 2024KITRO: Refining Human Mesh by 2D Clues and Kinematic-tree Rotation
22. CVPR 2024LocLLM: Exploiting Generalizable Human Keypoint Localization via Large Language Model
23. CVPR 2024MaGGIe: Masked Guided Gradual Human Instance Matting
24. CVPR 2024Mind Artist: Creating Artistic Snapshots with Human Thought
25. CVPR 2024Multimodal Sense-Informed Forecasting of 3D Human Motions
26. CVPR 2024Multiple View Geometry Transformers for 3D Human Pose Estimation
27. CVPR 2024NECA: Neural Customizable Human Avatar
28. CVPR 2024PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding
29. CVPR 2024PoseIRM: Enhance 3D Human Pose Estimation on Unseen Camera Settings via Invariant Risk Minimization
30. CVPR 2024PostureHMR: Posture Transformation for 3D Human Mesh Recovery
31. CVPR 2024ReGenNet: Towards Human Action-Reaction Synthesis
32. CVPR 2024RELI11D: A Comprehensive Multimodal Human Motion Dataset and Method
33. CVPR 2024Rethinking Human Motion Prediction with Symplectic Integral
34. CVPR 2024Score-Guided Diffusion for 3D Human Recovery
35. CVPR 2024ScoreHypo: Probabilistic Human Mesh Estimation with Hypothesis Scoring
36. CVPR 2024Seamless Human Motion Composition with Blended Positional Encodings
37. CVPR 2024Semantic Human Mesh Reconstruction with Textures
38. CVPR 2024Shallow-Deep Collaborative Learning for Unsupervised Visible-Infrared Person Re-Identification
39. CVPR 2024TexVocab: Texture Vocabulary-conditioned Human Avatars
40. CVPR 2024TokenHMR: Advancing Human Mesh Recovery with a Tokenized Pose Representation
41. CVPR 2024UniHuman: A Unified Model For Editing Human Images in the Wild
42. CVPR 2024VS: Reconstructing Clothed 3D Human from Single Image via Vertex Shift
43. CVPR 2024Your Student is Better Than Expected: Adaptive Teacher-Student Collaboration for Text-Conditional Diffusion Models
44. ICLR 2024A Cognitive Model for Learning Abstract Relational Structures from Memory-based Decision-Making Tasks
45. ICLR 2024A Framework for Inference Inspired by Human Memory Mechanisms
46. ICLR 2024Bidirectional Temporal Diffusion Model for Temporally Consistent Human Animation
47. ICLR 2024Decision ConvFormer: Local Filtering in MetaFormer is Sufficient for Decision Making
48. ICLR 2024Deep Neural Networks Tend To Extrapolate Predictably
49. ICLR 2024Diagnosing Transformers: Illuminating Feature Spaces for Clinical Decision-Making
50. ICLR 2024Does Writing with Language Models Reduce Content Diversity?

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。