应用 · health medicine论文趋势 2023–2026

主要结论

• 应用 · health medicine论文从 2023 年的 3 篇增长到 2026 年的 184 篇，三年间扩大到约 61 倍。
• ICML 是发应用 · health medicine论文最多的会议，2023–2026 年共 239 篇，占四个会议总量的 68%。
• 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 34 篇。
• 在「应用领域」的 10 个主题里，它的 2026 年论文数排第 7；同组增长最快的应用 · robotics是 36 倍，应用 · health medicine是 61 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 2026Learning Survival Models with Right-Censored Reporting Delays
• ICML 2026Adaptive DNA Sequence Modeling via Synergistic Plasticity Units
• ICLR 2026Knowledgeable Language Models as Black-Box Optimizers for Personalized Medicine
• NeurIPS 2025Detecting Data Deviations in Electronic Health Records
• ICML 2025"Why Is There a Tumor?": Tell Me the Reason, Show Me the Evidence
• ICLR 2025Stabilized Neural Prediction of Potential Outcomes in Continuous Time
• NeurIPS 2024A probability contrastive learning framework for 3D molecular representation learning
• ICLR 2024Graph Transformers on EHRs: Better Representation Improves Downstream Performance
• NeurIPS 2023EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images
• ICLR 2023ManyDG: Many-domain Generalization for Healthcare Applications
• NeurIPS 2026Manifold-Guided Stereo-Monocular Refinement for Endoscopic Stereo Disparity Estimation
• ICML 2026Are We Overconfident in Models and Results for Semi-Supervised 3D Medical Image Segmentation?
• ICLR 2026GARLIC: Graph Attention-based Relational Learning of Multivariate Time Series in Intensive Care
• NeurIPS 2025Statistically Valid Post-Deployment Monitoring Should Be Standard for AI-Based Digital Health
• ICML 2025A Cross Modal Knowledge Distillation & Data Augmentation Recipe for Improving Transcriptomics Representations through Morphological Features
• ICLR 2025Interpretable Causal Representation Learning for Biological Data in the Pathway Space
• NeurIPS 2024Association Pattern-aware Fusion for Biological Entity Relationship Prediction
• ICLR 2024Large-scale Training of Foundation Models for Wearable Biosignals
• ICLR 2023Measure the Predictive Heterogeneity
• NeurIPS 2026Remote Photoplethysmography Based on a Skin Reflection Exponential Model

全部应用 · health medicine论文

共 100 篇，第 2 / 2 页

51. NeurIPS 2024GENOT: Entropic (Gromov) Wasserstein Flow Matching with Applications to Single-Cell Genomics
52. NeurIPS 2024GraphMorph: Tubular Structure Extraction by Morphing Predicted Graphs
53. NeurIPS 2024HEALNet: Multimodal Fusion for Heterogeneous Biomedical Data
54. NeurIPS 2024Image-aware Evaluation of Generated Medical Reports
55. NeurIPS 2024Instruction Tuning Large Language Models to Understand Electronic Health Records
56. NeurIPS 2024Instructor-inspired Machine Learning for Robust Molecular Property Prediction
57. NeurIPS 2024Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series
58. NeurIPS 2024Learning Identifiable Factorized Causal Representations of Cellular Responses
59. NeurIPS 2024Learning Low-Rank Feature for Thorax Disease Classification
60. NeurIPS 2024Leveraging an ECG Beat Diffusion Model for Morphological Reconstruction from Indirect Signals
61. NeurIPS 2024Leveraging Tumor Heterogeneity: Heterogeneous Graph Representation Learning for Cancer Survival Prediction in Whole Slide Images
62. NeurIPS 2024MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making
63. NeurIPS 2024Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning
64. NeurIPS 2024Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification
65. NeurIPS 2024MMSite: A Multi-modal Framework for the Identification of Active Sites in Proteins
66. NeurIPS 2024MotionTTT: 2D Test-Time-Training Motion Estimation for 3D Motion Corrected MRI
67. NeurIPS 2024Multi-Scale Representation Learning for Protein Fitness Prediction
68. NeurIPS 2024MutaPLM: Protein Language Modeling for Mutation Explanation and Engineering
69. NeurIPS 2024One-to-Multiple: A Progressive Style Transfer Unsupervised Domain-Adaptive Framework for Kidney Tumor Segmentation
70. NeurIPS 2024PediatricsGPT: Large Language Models as Chinese Medical Assistants for Pediatric Applications
71. NeurIPS 2024Physics-Regularized Multi-Modal Image Assimilation for Brain Tumor Localization
72. NeurIPS 2024Procedure-Aware Surgical Video-language Pretraining with Hierarchical Knowledge Augmentation
73. NeurIPS 2024Propensity Score Alignment of Unpaired Multimodal Data
74. NeurIPS 2024Pruning neural network models for gene regulatory dynamics using data and domain knowledge
75. NeurIPS 2024Randomized Sparse Matrix Compression for Large-Scale Constrained Optimization in Cancer Radiotherapy
76. NeurIPS 2024Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis
77. NeurIPS 2024RGFN: Synthesizable Molecular Generation Using GFlowNets
78. NeurIPS 2024Robust Sleep Staging over Incomplete Multimodal Physiological Signals via Contrastive Imagination
79. NeurIPS 2024RoME: A Robust Mixed-Effects Bandit Algorithm for Optimizing Mobile Health Interventions
80. NeurIPS 2024S-MolSearch: 3D Semi-supervised Contrastive Learning for Bioactive Molecule Search
81. NeurIPS 2024Samba: Severity-aware Recurrent Modeling for Cross-domain Medical Image Grading
82. NeurIPS 2024Score-based 3D molecule generation with neural fields
83. NeurIPS 2024SegVol: Universal and Interactive Volumetric Medical Image Segmentation
84. NeurIPS 2024Semi-supervised Knowledge Transfer Across Multi-omic Single-cell Data
85. NeurIPS 2024Sequence-Augmented SE(3)-Flow Matching For Conditional Protein Generation
86. NeurIPS 2024Shape analysis for time series
87. NeurIPS 2024Sm: enhanced localization in Multiple Instance Learning for medical imaging classification
88. NeurIPS 2024SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction
89. NeurIPS 2024Toward a Well-Calibrated Discrimination via Survival Outcome-Aware Contrastive Learning
90. NeurIPS 2024Toward Conditional Distribution Calibration in Survival Prediction
91. NeurIPS 2024Towards Multi-dimensional Explanation Alignment for Medical Classification
92. NeurIPS 2024Trajectory Flow Matching with Applications to Clinical Time Series Modelling
93. NeurIPS 2024TurboHopp: Accelerated Molecule Scaffold Hopping with Consistency Models
94. NeurIPS 2024Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoE
95. NeurIPS 2024Unified Insights: Harnessing Multi-modal Data for Phenotype Imputation via View Decoupling
96. NeurIPS 2024UniMTS: Unified Pre-training for Motion Time Series
97. NeurIPS 2024Upping the Game: How 2D U-Net Skip Connections Flip 3D Segmentation
98. NeurIPS 2024Who’s Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation
99. NeurIPS 2024xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology
100. NeurIPS 2023EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images

常见问题

2023–2026 年四大会议一共有多少篇应用 · health medicine论文？

共 350 篇，按年份分别是 2023 年 3 篇、2024 年 81 篇、2025 年 82 篇、2026 年 184 篇。

NeurIPS 2026 有多少篇应用 · health medicine论文？

NeurIPS 2026 有 14 篇应用 · health medicine论文，上一届是 7 篇。

ICLR 2026 有多少篇应用 · health medicine论文？

ICLR 2026 有 3 篇应用 · health medicine论文，上一届是 3 篇。

ICML 2026 有多少篇应用 · health medicine论文？

ICML 2026 有 167 篇应用 · health medicine论文，上一届是 72 篇。

哪个会议的应用 · health medicine论文最多？

ICML，2023–2026 年共 239 篇。