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 5 / 8 页
- CVPR 2024Mind Artist: Creating Artistic Snapshots with Human Thought
- CVPR 2024Multimodal Sense-Informed Forecasting of 3D Human Motions
- CVPR 2024Multiple View Geometry Transformers for 3D Human Pose Estimation
- CVPR 2024NECA: Neural Customizable Human Avatar
- CVPR 2024PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding
- CVPR 2024PoseIRM: Enhance 3D Human Pose Estimation on Unseen Camera Settings via Invariant Risk Minimization
- CVPR 2024PostureHMR: Posture Transformation for 3D Human Mesh Recovery
- CVPR 2024ReGenNet: Towards Human Action-Reaction Synthesis
- CVPR 2024RELI11D: A Comprehensive Multimodal Human Motion Dataset and Method
- CVPR 2024Rethinking Human Motion Prediction with Symplectic Integral
- CVPR 2024Score-Guided Diffusion for 3D Human Recovery
- CVPR 2024ScoreHypo: Probabilistic Human Mesh Estimation with Hypothesis Scoring
- CVPR 2024Seamless Human Motion Composition with Blended Positional Encodings
- CVPR 2024Semantic Human Mesh Reconstruction with Textures
- CVPR 2024Shallow-Deep Collaborative Learning for Unsupervised Visible-Infrared Person Re-Identification
- CVPR 2024TexVocab: Texture Vocabulary-conditioned Human Avatars
- CVPR 2024TokenHMR: Advancing Human Mesh Recovery with a Tokenized Pose Representation
- CVPR 2024UniHuman: A Unified Model For Editing Human Images in the Wild
- CVPR 2024VS: Reconstructing Clothed 3D Human from Single Image via Vertex Shift
- CVPR 2024Your Student is Better Than Expected: Adaptive Teacher-Student Collaboration for Text-Conditional Diffusion Models
- ICLR 2024A Cognitive Model for Learning Abstract Relational Structures from Memory-based Decision-Making Tasks
- ICLR 2024A Framework for Inference Inspired by Human Memory Mechanisms
- ICLR 2024Bidirectional Temporal Diffusion Model for Temporally Consistent Human Animation
- ICLR 2024Decision ConvFormer: Local Filtering in MetaFormer is Sufficient for Decision Making
- ICLR 2024Deep Neural Networks Tend To Extrapolate Predictably
- ICLR 2024Diagnosing Transformers: Illuminating Feature Spaces for Clinical Decision-Making
- ICLR 2024Does Writing with Language Models Reduce Content Diversity?
- ICLR 2024Enhancing Human Experience in Human-Agent Collaboration: A Human-Centered Modeling Approach Based on Positive Human Gain
- ICLR 2024HAZARD Challenge: Embodied Decision Making in Dynamically Changing Environments
- ICLR 2024Human Feedback is not Gold Standard
- ICLR 2024Illusory Attacks: Information-theoretic detectability matters in adversarial attacks
- ICLR 2024Leveraging Uncertainty Estimates To Improve Classifier Performance
- ICLR 2024TorchRL: A data-driven decision-making library for PyTorch
- ICLR 2024Turning large language models into cognitive models
- ICML 2024A Unified Linear Programming Framework for Offline Reward Learning from Human Demonstrations and Feedback
- ICML 2024Augmenting Decision with Hypothesis in Reinforcement Learning
- ICML 2024Configurable Mirror Descent: Towards a Unification of Decision Making
- ICML 2024Conformal Prediction Sets Improve Human Decision Making
- ICML 2024Do Large Language Models Perform the Way People Expect? Measuring the Human Generalization Function
- ICML 2024Exploiting Human-AI Dependence for Learning to Defer
- ICML 2024Fast Decision Boundary based Out-of-Distribution Detector
- ICML 2024Human-like Category Learning by Injecting Ecological Priors from Large Language Models into Neural Networks
- ICML 2024Learning Temporal Distances: Contrastive Successor Features Can Provide a Metric Structure for Decision-Making
- ICML 2024Memoria: Resolving Fateful Forgetting Problem through Human-Inspired Memory Architecture
- ICML 2024Mind the Boundary: Coreset Selection via Reconstructing the Decision Boundary
- ICML 2024On the Calibration of Human Pose Estimation
- ICML 2024On The Statistical Complexity of Offline Decision-Making
- ICML 2024Position: A Call to Action for a Human-Centered AutoML Paradigm
- ICML 2024Position: Insights from Survey Methodology can Improve Training Data
- ICML 2024Position: Stop Making Unscientific AGI Performance Claims
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。