人机协作论文趋势 2023–2026
协同决策
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 365 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 14 | 8 | 8 | 42 | 72 |
| 2024 | 36 | 14 | 23 | 43 | 116 |
| 2025 | 28 | 10 | 13 | 30 | 81 |
| 2026 | 26 | 16 | 22 | 32 | 96 |
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 365 篇，第 7 / 8 页
- CVPR 2023Blowing in the Wind: CycleNet for Human Cinemagraphs From Still Images
- CVPR 2023Boundary Unlearning: Rapid Forgetting of Deep Networks via Shifting the Decision Boundary
- CVPR 2023Category Query Learning for Human-Object Interaction Classification
- CVPR 2023Clothed Human Performance Capture With a Double-Layer Neural Radiance Fields
- CVPR 2023Complete 3D Human Reconstruction From a Single Incomplete Image
- CVPR 2023DeFeeNet: Consecutive 3D Human Motion Prediction With Deviation Feedback
- CVPR 2023Deformable Mesh Transformer for 3D Human Mesh Recovery
- CVPR 2023Detecting Human-Object Contact in Images
- CVPR 2023DIFu: Depth-Guided Implicit Function for Clothed Human Reconstruction
- CVPR 2023DyLiN: Making Light Field Networks Dynamic
- CVPR 2023FeatER: An Efficient Network for Human Reconstruction via Feature Map-Based TransformER
- CVPR 2023Generating Human Motion From Textual Descriptions With Discrete Representations
- CVPR 2023GFPose: Learning 3D Human Pose Prior With Gradient Fields
- CVPR 2023Hi4D: 4D Instance Segmentation of Close Human Interaction
- CVPR 2023High-Fidelity 3D Human Digitization From Single 2K Resolution Images
- CVPR 2023Human Pose As Compositional Tokens
- CVPR 2023Human Pose Estimation in Extremely Low-Light Conditions
- CVPR 2023HumanGen: Generating Human Radiance Fields With Explicit Priors
- CVPR 2023Humans As Light Bulbs: 3D Human Reconstruction From Thermal Reflection
- CVPR 2023Learning Analytical Posterior Probability for Human Mesh Recovery
- CVPR 2023Learning Human Mesh Recovery in 3D Scenes
- CVPR 2023Listening Human Behavior: 3D Human Pose Estimation With Acoustic Signals
- CVPR 2023Normal-Guided Garment UV Prediction for Human Re-Texturing
- CVPR 2023PLIKS: A Pseudo-Linear Inverse Kinematic Solver for 3D Human Body Estimation
- CVPR 2023POTTER: Pooling Attention Transformer for Efficient Human Mesh Recovery
- CVPR 2023Probing Sentiment-Oriented Pre-Training Inspired by Human Sentiment Perception Mechanism
- CVPR 2023Relational Context Learning for Human-Object Interaction Detection
- CVPR 2023Sampling Is Matter: Point-Guided 3D Human Mesh Reconstruction
- CVPR 2023SeSDF: Self-Evolved Signed Distance Field for Implicit 3D Clothed Human Reconstruction
- CVPR 2023Sketch2Saliency: Learning To Detect Salient Objects From Human Drawings
- CVPR 2023SketchXAI: A First Look at Explainability for Human Sketches
- CVPR 2023Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision
- CVPR 2023UniHCP: A Unified Model for Human-Centric Perceptions
- CVPR 2023VGFlow: Visibility Guided Flow Network for Human Reposing
- CVPR 2023X-Avatar: Expressive Human Avatars
- ICLR 2023Asymptotic Instance-Optimal Algorithms for Interactive Decision Making
- ICLR 2023Beyond calibration: estimating the grouping loss of modern neural networks
- ICLR 2023Calibrating the Rigged Lottery: Making All Tickets Reliable
- ICLR 2023Human Motion Diffusion Model
- ICLR 2023Learning Human-Compatible Representations for Case-Based Decision Support
- ICLR 2023LiftedCL: Lifting Contrastive Learning for Human-Centric Perception
- ICLR 2023MCAL: Minimum Cost Human-Machine Active Labeling
- ICLR 2023Towards Interpretable Deep Reinforcement Learning with Human-Friendly Prototypes
- ICML 2023Bigger, Better, Faster: Human-level Atari with human-level efficiency
- ICML 2023ChiPFormer: Transferable Chip Placement via Offline Decision Transformer
- ICML 2023Do Embodied Agents Dream of Pixelated Sheep: Embodied Decision Making using Language Guided World Modelling
- ICML 2023Expertise Trees Resolve Knowledge Limitations in Collective Decision-Making
- ICML 2023FedDisco: Federated Learning with Discrepancy-Aware Collaboration
- ICML 2023Git-Theta: A Git Extension for Collaborative Development of Machine Learning Models
- ICML 2023Optimizing the Collaboration Structure in Cross-Silo Federated Learning
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查人机协作在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "human-ai-collaboration"}
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。