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 104 篇,第 1 / 3 页
- NeurIPS 2026ABHBench: Evaluating Moral Decision-Making of Foundation Models from an Agentic Perspective
- NeurIPS 2026Aligning MLLMs with the Latent Structure of Human Cognition via Behavior-Derived Semantic Dimensions
- NeurIPS 2026BAL: Bidirectional Autoregression in Latent Space for Learning Human Movement Representations
- NeurIPS 2026Beyond Proxy Metrics: MLLM-Based Human Surrogate Evaluation for Explainable AI
- NeurIPS 2026Budgeting Discretion: Theory and Evidence on Street-Level Decision-Making
- NeurIPS 2026Cosine is Human: The Reproducibility Ceiling of Perceptual Similarity
- NeurIPS 2026CSFlow: Aligning Flow Matching with Human Contrast Sensitivity
- NeurIPS 2026Empirical regularities in subjective decision-making by LLMs
- NeurIPS 2026EverAnimate: Minute-Scale Human Animation via Latent Flow Restoration
- NeurIPS 2026Fair Division of Work in Collaborative Mean Estimation via Bargaining
- NeurIPS 2026HuPER: A Human-Inspired Framework for Phonetic Perception
- NeurIPS 2026Learning to Decide with AI Assistance under Human-Alignment
- NeurIPS 2026Multidimensional Observer Model and Perceptual Dimensions of Human Image Quality Assessment
- NeurIPS 2026Narrowing the Collaboration Gap, Probably
- NeurIPS 2026OmniMechanism Design for Human-AI Collaboration with Impressionable Minds
- NeurIPS 2026On Making $SE(2)$-Invariant Networks Optimal
- NeurIPS 2026Residual Expertise Is Not Decision Value
- NeurIPS 2026Risk-Controlled Post-Processing of Decision Policies
- NeurIPS 2026Sport Is The Next Grand Challenge For Artificial Intelligence: Toward A Science Of Human Physical Skill
- NeurIPS 2026Strategic Decision Focused Learning
- NeurIPS 2026Structure-Semantic Guided Closed-Loop Medical Anomaly Detection via Multi-Agent Collaboration
- NeurIPS 2026Structured Human-Like Agentic Flow for RTL Design
- NeurIPS 2026Towards Real-world Human Behavior Simulation: Benchmarking Large Language Models on Long-horizon, Cross-scenario, Heterogeneous Behavior Traces
- NeurIPS 2026TraceML: An Empirical Analysis of Human-Agent Planning in Machine Learning Development
- NeurIPS 2026VIPBench: A Human-Aligned Benchmark for Voice Identity Perception in the Age of Voice Cloning
- NeurIPS 2026Workspace-Bench 1.0: Benchmarking AI Agents on Workspace Tasks with Large-Scale File Dependencies
- NeurIPS 2025Adaptively Coordinating with Novel Partners via Learned Latent Strategies
- NeurIPS 2025Breaking the Performance Ceiling in Reinforcement Learning requires Inference Strategies
- NeurIPS 2025Cascaded Language Models for Cost-Effective Human–AI Decision-Making
- NeurIPS 2025Collaborative and Confidential Junction Trees for Hybrid Bayesian Networks
- NeurIPS 2025Compress Large Language Models via Collaboration Between Learning and Matrix Approximation
- NeurIPS 2025COOPERA: Continual Open-Ended Human-Robot Assistance
- NeurIPS 2025Deep Edge Filter: Return of the Human-Crafted Layer in Deep Learning
- NeurIPS 2025DETree: DEtecting Human-AI Collaborative Texts via Tree-Structured Hierarchical Representation Learning
- NeurIPS 2025Distributive Fairness in Large Language Models: Evaluating Alignment with Human Values
- NeurIPS 2025Embracing Trustworthy Brain-Agent Collaboration as Paradigm Extension for Intelligent Assistive Technologies
- NeurIPS 2025Faithful Dynamic Imitation Learning from Human Intervention with Dynamic Regret Minimization
- NeurIPS 2025Flexible inference for animal learning rules using neural networks
- NeurIPS 2025Generating Computational Cognitive models using Large Language Models
- NeurIPS 2025Geometry of Decision Making in Language Models
- NeurIPS 2025Large Language Models as Model Organisms for Human Associative Learning
- NeurIPS 2025Learning to Plan Like the Human Brain via Visuospatial Perception and Semantic-Episodic Synergistic Decision-Making
- NeurIPS 2025Martingale Posterior Neural Networks for Fast Sequential Decision Making
- NeurIPS 2025PandaPose: 3D Human Pose Lifting from a Single Image via Propagating 2D Pose Prior to 3D Anchor Space
- NeurIPS 2025Position: If Innovation in AI systematically Violates Fundamental Rights, Is It Innovation at All?
- NeurIPS 2025Position: Towards Bidirectional Human-AI Alignment
- NeurIPS 2025Pre-trained Large Language Models Learn to Predict Hidden Markov Models In-context
- NeurIPS 2025Resolution of Simpson's paradox via the common cause principle
- NeurIPS 2025Self-Generated In-Context Examples Improve LLM Agents for Sequential Decision-Making Tasks
- NeurIPS 2025Thought Communication in Multiagent Collaboration
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。