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 147 篇，第 2 / 3 页

51. CVPR 2025MEGA: Masked Generative Autoencoder for Human Mesh Recovery
52. CVPR 2025MLLM-as-a-Judge for Image Safety without Human Labeling
53. CVPR 2025MODA: Motion-Drift Augmentation for Inertial Human Motion Analysis
54. CVPR 2025MotionMap: Representing Multimodality in Human Pose Forecasting
55. CVPR 2025Multi-modal Medical Diagnosis via Large-small Model Collaboration
56. CVPR 2025PI-HMR: Towards Robust In-bed Temporal Human Shape Reconstruction with Contact Pressure Sensing
57. CVPR 2025PromptHMR: Promptable Human Mesh Recovery
58. CVPR 2025RePerformer: Immersive Human-centric Volumetric Videos from Playback to Photoreal Reperformance
59. CVPR 2025SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories
60. CVPR 2025Sketch Down the FLOPs: Towards Efficient Networks for Human Sketch
61. CVPR 2025StickMotion: Generating 3D Human Motions by Drawing a Stickman
62. CVPR 2025X-Dyna: Expressive Dynamic Human Image Animation
63. CVPR 20243D Human Pose Perception from Egocentric Stereo Videos
64. CVPR 2024A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation
65. CVPR 2024ChatPose: Chatting about 3D Human Pose
66. CVPR 2024CLOAF: CoLlisiOn-Aware Human Flow
67. CVPR 2024Decentralized Directed Collaboration for Personalized Federated Learning
68. CVPR 2024Diffusion-FOF: Single-View Clothed Human Reconstruction via Diffusion-Based Fourier Occupancy Field
69. CVPR 2024Disentangled Pre-training for Human-Object Interaction Detection
70. CVPR 2024Distilling CLIP with Dual Guidance for Learning Discriminative Human Body Shape Representation
71. CVPR 2024DPMesh: Exploiting Diffusion Prior for Occluded Human Mesh Recovery
72. CVPR 2024Dual-Enhanced Coreset Selection with Class-wise Collaboration for Online Blurry Class Incremental Learning
73. CVPR 2024Dynamic Inertial Poser (DynaIP): Part-Based Motion Dynamics Learning for Enhanced Human Pose Estimation with Sparse Inertial Sensors
74. CVPR 2024EventEgo3D: 3D Human Motion Capture from Egocentric Event Streams
75. CVPR 2024FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment
76. CVPR 2024FinePOSE: Fine-Grained Prompt-Driven 3D Human Pose Estimation via Diffusion Models
77. CVPR 2024HAVE-FUN: Human Avatar Reconstruction from Few-Shot Unconstrained Images
78. CVPR 2024HIT: Estimating Internal Human Implicit Tissues from the Body Surface
79. CVPR 2024Hourglass Tokenizer for Efficient Transformer-Based 3D Human Pose Estimation
80. CVPR 2024Human Motion Prediction Under Unexpected Perturbation
81. CVPR 2024Instance-aware Contrastive Learning for Occluded Human Mesh Reconstruction
82. CVPR 2024Inter-X: Towards Versatile Human-Human Interaction Analysis
83. CVPR 2024KITRO: Refining Human Mesh by 2D Clues and Kinematic-tree Rotation
84. CVPR 2024LocLLM: Exploiting Generalizable Human Keypoint Localization via Large Language Model
85. CVPR 2024MaGGIe: Masked Guided Gradual Human Instance Matting
86. CVPR 2024Mind Artist: Creating Artistic Snapshots with Human Thought
87. CVPR 2024Multimodal Sense-Informed Forecasting of 3D Human Motions
88. CVPR 2024Multiple View Geometry Transformers for 3D Human Pose Estimation
89. CVPR 2024NECA: Neural Customizable Human Avatar
90. CVPR 2024PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding
91. CVPR 2024PoseIRM: Enhance 3D Human Pose Estimation on Unseen Camera Settings via Invariant Risk Minimization
92. CVPR 2024PostureHMR: Posture Transformation for 3D Human Mesh Recovery
93. CVPR 2024ReGenNet: Towards Human Action-Reaction Synthesis
94. CVPR 2024RELI11D: A Comprehensive Multimodal Human Motion Dataset and Method
95. CVPR 2024Rethinking Human Motion Prediction with Symplectic Integral
96. CVPR 2024Score-Guided Diffusion for 3D Human Recovery
97. CVPR 2024ScoreHypo: Probabilistic Human Mesh Estimation with Hypothesis Scoring
98. CVPR 2024Seamless Human Motion Composition with Blended Positional Encodings
99. CVPR 2024Semantic Human Mesh Reconstruction with Textures
100. CVPR 2024Shallow-Deep Collaborative Learning for Unsupervised Visible-Infrared Person Re-Identification

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。