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 239 篇，第 2 / 5 页

51. ICML 2026Federated Distillation for Whole Slide Image via Gaussian-Mixture Feature Alignment and Curriculum Integration
52. ICML 2026FLAG: Foundation model representation with Latent diffusion Alignment via Graph for spatial gene expression prediction
53. ICML 2026Flow-Based Density Ratio Estimation for Intractable Distributions with Applications in Genomics
54. ICML 2026FlowCloud: Learning Continuous Spatiotemporal Dynamics from Unpaired Sparse Point Cloud Snapshots
55. ICML 2026FlowPET: Physics-Informed Symplectic Flow Matching for Low-Count PET Reconstruction
56. ICML 2026Foundation VAE for CT Reconstruction, Augmentation, and Generation
57. ICML 2026From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG
58. ICML 2026From Knowledge to Inference: Formalizing Specialized Public Health Reasoning on GlobalHealthAtlas
59. ICML 2026From Token to Token Pair: Efficient Prompt Compression for Large Language Models in Clinical Prediction
60. ICML 2026FunCQNet: A Functional Censored Quantile Neural Network for Predicting Long-Term Post-Transplant Kidney Survival
61. ICML 2026Geometric Pocket-Centric Protein Encoding for Polypharmacology-Guided Multi-Target Drug Design
62. ICML 2026Geometrically Constrained Stenosis Editing in Coronary Angiography via Entropic Optimal Transport
63. ICML 2026GLEAN: Guideline-Grounded Evidence Accumulation for High-Stakes Agent Verification
64. ICML 2026HDTree: Generative Modeling of Cellular Hierarchies for Robust Lineage Inference
65. ICML 2026HEARTS: Benchmarking LLM Reasoning on Health Time Series
66. ICML 2026HEXST: Hexagonal Shifted-Window Transformer for Spatial Transcriptomics Gene Expression Prediction
67. ICML 2026High-Dimensional Sensitivity Analysis for Genomic Studies: An Adversarial Framework for Learning Worst-Case Latent Confounders
68. ICML 2026HiST: A Hierarchical Sparse Transformer for Cross-Modal Spatial Transcriptomics Modeling
69. ICML 2026How (Not) to Hybridize Neural and Mechanistic Models for Epidemiological Forecasting
70. ICML 2026How Should Transformers Encode Numeric Values in Electronic Health Records?
71. ICML 2026iLoRA: Bayesian Low-Rank Adaptation with Latent Interaction Graphs for Microbiome Diagnosis
72. ICML 2026InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training
73. ICML 2026Influence-Guided Symbolic Regression: Scientific Discovery via LLM-Driven Equation Search with Granular Feedback
74. ICML 2026InfoGlobe: Local-and-Global Information-Preserving Statistical Manifold Learning for Single-Cell Transcriptomics
75. ICML 2026Interpretability Driven Evolutionary Approach for the Design of Biological Sequences
76. ICML 2026Interpreting Genomic Language Models using Sparse Autoencoders
77. ICML 2026Learning Adaptive Perturbation-Conditioned Contexts for Robust Transcriptional Response Prediction
78. ICML 2026Learning Adaptive Topology with FiLM-Guided Distillation for Tertiary Structure-Based RNA Design
79. ICML 2026Learning Protein Structure-Function Relationships through Knowledge-guided Representation Decomposition
80. ICML 2026Learning Treatment Allocations with Risk Control Under Partial Identifiability
81. ICML 2026Leveraging Lineage Barcodes as Natural Augmentations for Contrastive Learning of Cell Fate in scRNA-seq Data
82. ICML 2026Listening Through the Noise: Cauchy-Driven Diffusion Bridges for Robust Gastrointestinal Auscultation and Clinical Benchmarking
83. ICML 2026LLM-Guided Diagnostic Evidence Alignment for Medical Vision–Language Pretraining under Limited Pairing
84. ICML 2026Marrying Generative Model of Healthcare Events with Digital Twin of Social Determinants of Health for Disease Reasoning
85. ICML 2026Med-Scout: Curing MLLMs' Geometric Blindness in Medical Perception via Geometry-Aware RL Post-Training
86. ICML 2026Med-SegLens: Latent-Level Model Diffing for Interpretable Medical Image Segmentation
87. ICML 2026MEDA: Medical-Oriented Activation Editing for Hallucination Mitigation in Medical Large Vision-Language Model
88. ICML 2026MedCoG: Maximizing LLM Inference Density in Medical Reasoning via Meta-Cognitive Regulation
89. ICML 2026MedCRP-CL: Continual Medical Image Segmentation via Bayesian Nonparametric Semantic Modality Discovery
90. ICML 2026MedMosaic: A Challenging Large Scale Benchmark of Diverse Medical Audio
91. ICML 2026MedREK: Retrieval-Based Editing for Medical LLMs with Key-Aware Prompts
92. ICML 2026MedScope: Incentivizing "Think with Videos" for Clinical Reasoning via Coarse-to-Fine Tool Calling
93. ICML 2026MedSIGHT: Towards Grounded Visual Comprehension in Medical Large Vision-Language Models
94. ICML 2026Mitigating Surgical Data Imbalance with Dual-Prediction Video Diffusion Model
95. ICML 2026Modeling Attributional Style at Scale: A Dataset and Analysis for Psychological Attribution Assessment and Reframing
96. ICML 2026Modeling Long-Tail Relations in the Operating Room via In-Context Multimodal Learning
97. ICML 2026Modeling Temporal scRNA-seq Data with Latent Gaussian Process and Optimal Transport
98. ICML 2026MolAlign3D: Enhancing Fixed-Dimensional E(3)-Equivariant Latent Space for High-Fidelity 3D Molecular Reconstruction and Editing
99. ICML 2026MoLF: Mixture-of-Latent-Flow for Pan-Cancer Spatial Gene Expression Prediction from Histology
100. ICML 2026MoRGen: Mixture-of-Resolutions Generative Forecasting for Irregularly Sampled Medical Time-Series Data

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。