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 104 篇，第 2 / 3 页

51. NeurIPS 2025Towards Generalizable 3D Human Pose Estimation via Ensembles on Flat Loss Landscapes
52. NeurIPS 2025Valid Inference with Imperfect Synthetic Data
53. NeurIPS 2025VTON-VLLM: Aligning Virtual Try-On Models with Human Preferences
54. NeurIPS 2025When Models Know More Than They Can Explain: Quantifying Knowledge Transfer in Human-AI Collaboration
55. NeurIPS 2024A Unifying Normative Framework of Decision Confidence
56. NeurIPS 2024Aligner: Efficient Alignment by Learning to Correct
57. NeurIPS 2024Approaching Human-Level Forecasting with Language Models
58. NeurIPS 2024AuctionNet: A Novel Benchmark for Decision-Making in Large-Scale Games
59. NeurIPS 2024AutoManual: Constructing Instruction Manuals by LLM Agents via Interactive Environmental Learning
60. NeurIPS 2024Avoiding Undesired Future with Minimal Cost in Non-Stationary Environments
61. NeurIPS 2024Beyond Single Stationary Policies: Meta-Task Players as Naturally Superior Collaborators
62. NeurIPS 2024CleanDiffuser: An Easy-to-use Modularized Library for Diffusion Models in Decision Making
63. NeurIPS 2024Collaboration! Towards Robust Neural Methods for Routing Problems
64. NeurIPS 2024Constrained Binary Decision Making
65. NeurIPS 2024Contextual Decision-Making with Knapsacks Beyond the Worst Case
66. NeurIPS 2024Designs for Enabling Collaboration in Human-Machine Teaming via Interactive and Explainable Systems
67. NeurIPS 2024Disentangling the Roles of Distinct Cell Classes with Cell-Type Dynamical Systems
68. NeurIPS 2024Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration
69. NeurIPS 2024GUIDE: Real-Time Human-Shaped Agents
70. NeurIPS 2024Human Expertise in Algorithmic Prediction
71. NeurIPS 2024HuRef: HUman-REadable Fingerprint for Large Language Models
72. NeurIPS 2024Interactive Deep Clustering via Value Mining
73. NeurIPS 2024Learning Human-like Representations to Enable Learning Human Values
74. NeurIPS 2024Learning to Assist Humans without Inferring Rewards
75. NeurIPS 2024Maia-2: A Unified Model for Human-AI Alignment in Chess
76. NeurIPS 2024MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making
77. NeurIPS 2024Muscles in Time: Learning to Understand Human Motion In-Depth by Simulating Muscle Activations
78. NeurIPS 2024On the Necessity of Collaboration for Online Model Selection with Decentralized Data
79. NeurIPS 2024Preference Learning of Latent Decision Utilities with a Human-like Model of Preferential Choice
80. NeurIPS 2024Principled Bayesian Optimization in Collaboration with Human Experts
81. NeurIPS 2024ROIDICE: Offline Return on Investment Maximization for Efficient Decision Making
82. NeurIPS 2024RTify: Aligning Deep Neural Networks with Human Behavioral Decisions
83. NeurIPS 2024Sequential Decision Making with Expert Demonstrations under Unobserved Heterogeneity
84. NeurIPS 2024The Implicit Bias of Gradient Descent toward Collaboration between Layers: A Dynamic Analysis of Multilayer Perceptions
85. NeurIPS 2024Toward Approaches to Scalability in 3D Human Pose Estimation
86. NeurIPS 2024Towards Human-AI Complementarity with Prediction Sets
87. NeurIPS 2024Unlocking the Potential of Global Human Expertise
88. NeurIPS 2024Unravelling in Collaborative Learning
89. NeurIPS 2024Utilizing Human Behavior Modeling to Manipulate Explanations in AI-Assisted Decision Making: The Good, the Bad, and the Scary
90. NeurIPS 2024When to Act and When to Ask: Policy Learning With Deferral Under Hidden Confounding
91. NeurIPS 2023A Single 2D Pose with Context is Worth Hundreds for 3D Human Pose Estimation
92. NeurIPS 2023Alexa Arena: A User-Centric Interactive Platform for Embodied AI
93. NeurIPS 2023An Efficient End-to-End Training Approach for Zero-Shot Human-AI Coordination
94. NeurIPS 2023Auditing for Human Expertise
95. NeurIPS 2023Breadcrumbs to the Goal: Goal-Conditioned Exploration from Human-in-the-Loop Feedback
96. NeurIPS 2023Diverse Conventions for Human-AI Collaboration
97. NeurIPS 2023Effective Human-AI Teams via Learned Natural Language Rules and Onboarding
98. NeurIPS 2023Ethical Considerations for Responsible Data Curation
99. NeurIPS 2023Expert load matters: operating networks at high accuracy and low manual effort
100. NeurIPS 2023Human-Aligned Calibration for AI-Assisted Decision Making

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。