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 365 篇，第 3 / 8 页

101. CVPR 2025Decision SpikeFormer: Spike-Driven Transformer for Decision Making
102. CVPR 2025DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single Image
103. CVPR 2025DynPose: Largely Improving the Efficiency of Human Pose Estimation by a Simple Dynamic Framework
104. CVPR 2025Embracing Collaboration Over Competition: Condensing Multiple Prompts for Visual In-Context Learning
105. CVPR 2025Free-viewpoint Human Animation with Pose-correlated Reference Selection
106. CVPR 2025Gaussian Eigen Models for Human Heads
107. CVPR 2025Gazing at Rewards: Eye Movements as a Lens into Human and AI Decision-Making in Hybrid Visual Foraging
108. CVPR 2025H-MoRe: Learning Human-centric Motion Representation for Action Analysis
109. CVPR 2025HeatFormer: A Neural Optimizer for Multiview Human Mesh Recovery
110. CVPR 2025HiPART: Hierarchical Pose AutoRegressive Transformer for Occluded 3D Human Pose Estimation
111. CVPR 2025HORP: Human-Object Relation Priors Guided HOI Detection
112. CVPR 2025Human Motion Instruction Tuning
113. CVPR 2025HuPerFlow: A Comprehensive Benchmark for Human vs. Machine Motion Estimation Comparison
114. CVPR 2025LAL: Enhancing 3D Human Motion Prediction with Latency-aware Auxiliary Learning
115. CVPR 2025MEGA: Masked Generative Autoencoder for Human Mesh Recovery
116. CVPR 2025MLLM-as-a-Judge for Image Safety without Human Labeling
117. CVPR 2025MODA: Motion-Drift Augmentation for Inertial Human Motion Analysis
118. CVPR 2025MotionMap: Representing Multimodality in Human Pose Forecasting
119. CVPR 2025Multi-modal Medical Diagnosis via Large-small Model Collaboration
120. CVPR 2025PI-HMR: Towards Robust In-bed Temporal Human Shape Reconstruction with Contact Pressure Sensing
121. CVPR 2025PromptHMR: Promptable Human Mesh Recovery
122. CVPR 2025RePerformer: Immersive Human-centric Volumetric Videos from Playback to Photoreal Reperformance
123. CVPR 2025SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories
124. CVPR 2025Sketch Down the FLOPs: Towards Efficient Networks for Human Sketch
125. CVPR 2025StickMotion: Generating 3D Human Motions by Drawing a Stickman
126. CVPR 2025X-Dyna: Expressive Dynamic Human Image Animation
127. ICLR 2025Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes
128. ICLR 2025DeLLMa: Decision Making Under Uncertainty with Large Language Models
129. ICLR 2025Eliciting Human Preferences with Language Models
130. ICLR 2025Learning from Imperfect Human Feedback: A Tale from Corruption-Robust Dueling
131. ICLR 2025Learning to Contextualize Web Pages for Enhanced Decision Making by LLM Agents
132. ICLR 2025LLMs Can Plan Only If We Tell Them
133. ICLR 2025PARTNR: A Benchmark for Planning and Reasoning in Embodied Multi-agent Tasks
134. ICLR 2025Rational Decision-Making Agent with Learning Internal Utility Judgment
135. ICLR 2025Reconciling Model Multiplicity for Downstream Decision Making
136. ICLR 2025Self-Evolving Multi-Agent Collaboration Networks for Software Development
137. ICML 2025A Mathematical Framework for AI-Human Integration in Work
138. ICML 2025Beyond CVaR: Leveraging Static Spectral Risk Measures for Enhanced Decision-Making in Distributional Reinforcement Learning
139. ICML 2025CollabLLM: From Passive Responders to Active Collaborators
140. ICML 2025Contextual Online Decision Making with Infinite-Dimensional Functional Regression
141. ICML 2025Decision Making under the Exponential Family: Distributionally Robust Optimisation with Bayesian Ambiguity Sets
142. ICML 2025Enhancing Decision-Making of Large Language Models via Actor-Critic
143. ICML 2025Evolving Minds: Logic-Informed Inference from Temporal Action Patterns
144. ICML 2025How Distributed Collaboration Influences the Diffusion Model Training? A Theoretical Perspective
145. ICML 2025Position: Democratic AI is Possible. The Democracy Levels Framework Shows How It Might Work.
146. ICML 2025Position: We Need Responsible, Application-Driven (RAD) AI Research
147. ICML 2025Position: When Incentives Backfire, Data Stops Being Human
148. ICML 2025Robust Reward Alignment via Hypothesis Space Batch Cutting
149. ICML 2025Towards Theoretical Understanding of Sequential Decision Making with Preference Feedback
150. NeurIPS 2025Adaptively Coordinating with Novel Partners via Learned Latent Strategies

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。