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 96 篇，第 1 / 2 页

1. CVPR 2026Beyond Text Prompts Precise Concept Erasure through Text-Image Collaboration
2. CVPR 2026BiPreManip Learning Affordance-Based Bimanual Preparatory Manipulation through Anticipatory Collaboration
3. CVPR 2026CARI4D Category Agnostic 4D Reconstruction of Human-Object Interaction
4. CVPR 2026CrossHOI Learning Cross-View Representations for Monocular 3D Human-Object Interaction Reconstruction
5. CVPR 2026Demo2Tutorial From Human Experience to Multimodal Software Tutorials
6. CVPR 2026Differentially Private 2D Human Pose Estimation
7. CVPR 2026DuoMo Dual Motion Diffusion for World-Space Human Reconstruction
8. CVPR 2026E-3DPSM A State Machine for Event-based Egocentric 3D Human Pose
9. CVPR 2026Egocentric Visibility-Aware Human Pose Estimation
10. CVPR 2026EgoPoseFormer v2 Accurate Egocentric Human Motion Estimation for ARVR
11. CVPR 2026EmbodMocap In-the-Wild 4D Human-Scene Reconstruction for Embodied Agents
12. CVPR 2026Enhance-then-Balance Modality Collaboration for Robust Multimodal Sentiment Analysis
13. CVPR 2026Evo-Retriever LLM-Guided Curriculum Evolution with Viewpoint-Pathway Collaboration for Multimodal Document
14. CVPR 2026FisherPoser Human Motion Estimation from Sparse Observations with Hierarchical Region-Wise
15. CVPR 2026Geometric Neural Distance Fields for Learning Human Motion Priors
16. CVPR 2026HiFi-Inpaint Towards High-Fidelity Reference-Based Inpainting for Generating Detail-Preserving Human-Product Images
17. CVPR 2026HumanBA Human-Aware Bundle Adjustment via Global Human-Camera Decoupling
18. CVPR 2026Interactive Tracking A Human-in-the-Loop Paradigm with Memory-Augmented Adaptation
19. CVPR 2026Linking Modality Isolation in Heterogeneous Collaborative Perception
20. CVPR 2026M4Human A Large-Scale Multimodal mmWave Radar Benchmark for Human Mesh
21. CVPR 2026Natural Human Motion Recovery by Aligning High-Order Temporal Dynamics from
22. CVPR 2026PHAC Promptable Human Amodal Completion
23. CVPR 2026Pressure2Motion Hierarchical Human Motion Reconstruction from Ground Pressure with Text
24. CVPR 2026Progressive Guessing to Fixed Point Rethinking Human Motion Prediction with
25. CVPR 2026RAM Recover Any 3D Human Motion in-the-Wild
26. CVPR 2026ReMoGen Real-time Human Interaction-to-Reaction Generation via Modular Learning from Diverse
27. CVPR 2026SAM 3D Body Robust Full-Body Human Mesh Recovery
28. CVPR 2026Sketch2Colab Sketch-Conditioned Multi-Human Animation via Controllable Flow Distillation
29. CVPR 2026TVHighlights LLM-Guided Human-Free Collaborative Training for Video Highlight Detection in
30. CVPR 2026Ultra Diffusion Poser Diffusion-Based Human Motion Tracking from Sparse Inertial
31. CVPR 2026When Do Models Actually Decide Mapping the Layer-Wise Decision Timeline
32. CVPR 2026WhisperNet A Scalable Solution for Bandwidth-Efficient Collaboration
33. ICLR 2026Adaptive Collaboration with Humans: Metacognitive Policy Optimization for Multi-Agent LLMs with Continual Learning
34. ICLR 2026AtC: Aggregate-then-Calibrate for Human-centered Assessment
35. ICLR 2026Collaborative Gym: A Framework for Enabling and Evaluating Human-Agent Collaboration
36. ICLR 2026Conformalized Decision Risk Assessment
37. ICLR 2026Dimension-Free Decision Calibration for Nonlinear Loss Functions
38. ICLR 2026Don't Throw Away Your Pretrained Model
39. ICLR 2026EditLens: Quantifying the Extent of AI Editing in Text
40. ICLR 2026EMFuse: Energy-based Model Fusion for Decision Making
41. ICLR 2026Fair Decision Utility in Human-AI Collaboration: Interpretable Confidence Adjustment for Humans with Cognitive Disparities
42. ICLR 2026Formalising Human-in-the-Loop: Computational Reductions, Failure Modes, and Legal-Moral Responsibility
43. ICLR 2026INTIMA: A Benchmark for Human-AI Companionship Behavior
44. ICLR 2026Learning Human Habits with Rule-Guided Active Inference
45. ICLR 2026On the Mechanisms of Collaborative Learning in VAE Recommenders
46. ICLR 2026Robust Decision-Making with Partially Calibrated Forecasters
47. ICLR 2026The Value of Information in Human-AI Decision-making
48. ICLR 2026Towards Cognitively-Faithful Decision-Making Models to Improve AI Alignment
49. ICML 2026Adaptively Grouped Contextual Bandits for Heterogeneous Human-AI Decision Making with Conformal Prediction Sets
50. ICML 2026Bulk-Calibrated Credal Ambiguity Sets: Fast, Tractable Decision Making under Out-of-Sample Contamination

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。