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 167 篇，第 3 / 4 页

101. ICML 2026MutAtlas: A PDB-Wide Energy-Guided Atlas of Protein Mutation Effects
102. ICML 2026Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
103. ICML 2026No Data? No Problem: Robust Vision-Tabular Learning with Missing Values
104. ICML 2026On Revisiting Entropy for Identifying Mislabeled Images
105. ICML 2026Ophiuchus: Incentivizing Tool-augmented ''Think with Images'' for Joint Medical Segmentation, Understanding and Reasoning
106. ICML 2026Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification
107. ICML 2026ORBIT: A Prognostic World Model for Ocular Reasoning Based on Imagined Trajectories
108. ICML 2026OSF: On Pre-training and Scaling of Sleep Foundation Models
109. ICML 2026PathwayLLM: Explainable Clinical Trajectory Modeling with Structured Pathways for Sepsis Prediction
110. ICML 2026PDAgent: An LLM-Driven Autonomous Agent Framework Towards *In Silico* Protein Design via Directed Mutation
111. ICML 2026PDFBench: A Benchmark for De Novo Protein Design from Function
112. ICML 2026PepCompass: Navigating Peptide Embedding Spaces Using Riemannian Geometry
113. ICML 2026PerturbDiff: Functional Diffusion for Single-Cell Perturbation Modeling
114. ICML 2026Physiology as Language: Translating Respiration to EEG during Sleep
115. ICML 2026Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning
116. ICML 2026Plug-and-Play Diffusion Meets ADMM: Dual-Variable Coupling for Robust Medical Image Reconstruction
117. ICML 2026PPI Candidate Ranking: Large-Scale Evaluation of a Domain Knowledge–Guided Pipeline
118. ICML 2026Preference-based Antibody Expression Ranking: Scaling with Large-scale Weak Supervision
119. ICML 2026Process Reward Agents for Steering Knowledge-Intensive Reasoning
120. ICML 2026ProMiSE: Protein Multi-State Evaluation Benchmark in Biological Contexts
121. ICML 2026ProtDBench: A Unified Benchmark of Protein Binder Design and Evaluation
122. ICML 2026Protein Circuit Tracing via Cross-layer Transcoders
123. ICML 2026Protein Fold Classification at Scale: Benchmarking and Pretraining
124. ICML 2026Proteo-R1: Reasoning Foundation Models for De Novo Protein Design
125. ICML 2026Quantifying the Generalization Gap in Seizure Detection: A Large-Scale Empirical Benchmark via the SzCORE Challenge
126. ICML 2026Reading the Cell, Designing the Cure: Perturbation-Conditioned Molecular Diffusion for Function-Oriented Drug Design
127. ICML 2026Reference-Free Meta-Learning for Generalized Implicit Neural Representation in Efficient MRI Reconstruction
128. ICML 2026Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis
129. ICML 2026Reinforcement Learning for Tool-Calling Agents in Fast Healthcare Interoperability Resources (FHIR)
130. ICML 2026Rethinking Federated Prompt Learning for Medical Images: From Textual Tuning to Visual Manifold Anchoring
131. ICML 2026Rethinking Genomic Modeling Through Optical Character Recognition
132. ICML 2026RiboSphere: Learning Unified and Efficient Representations of RNA Structures
133. ICML 2026RNA-FM: Flow-Matching Generative Model for Genome-wide RNA-Seq Prediction
134. ICML 2026Salus: Strategic Diagnostic Testing for Complex Diagnosis via Multi-Agent Reinforcement Learning
135. ICML 2026scChord: A Probabilistic Manifold Rectification Framework for RNA-to-Protein Translation
136. ICML 2026scDEBART: Predicting in silico Single-Cell Perturbation Responses via Large-Scale Differential Expression Learning
137. ICML 2026Seizure-Semiology-Suite($S^3$): A Clinically Multimodal Dataset, Benchmark, and Models for Seizure Semiology Understanding
138. ICML 2026SGERA: Stein-Guided ECG-Report Alignment for ECG Representation Learning
139. ICML 2026SIGMA-PPG: Statistical-prior Informed Generative Masking Architecture for PPG Foundation Model
140. ICML 2026SleepLM: Natural-Language Intelligence for Human Sleep
141. ICML 2026Small Agent Group is the Future of Digital Health
142. ICML 2026SP-Mind: An Autonomous Reasoning Agent for Spatial Proteomics Analysis
143. ICML 2026SpaEF: Spatially Resolved Transcriptomics Data Element-Wise Denoising Framework Powered by Large Models
144. ICML 2026SPATIA: Multimodal Generation and Prediction of Spatial Cell Phenotypes
145. ICML 2026Spherical Procrustes Alignment for Reliable Medical Audio Diagnosis
146. ICML 2026SPR-RAFT: Parameter-Efficient Regression-Aware Fine-Tuning for Biomedical LLM Regression
147. ICML 2026Stabilizing In-Context Multi-Source Domain Adaptation for Biomedical Images Through Controls
148. ICML 2026Steering Large Language Models through the DMTA Cycle: Structure-Based Drug Design via Knowledge-Driven Bi-Level Thompson Sampling
149. ICML 2026Structured Multi-modal Graph Disentanglement for Psychiatric Diagnosis
150. ICML 2026STT-LLM: Structural-Temporal Tokenization for Adapting LLMs to Longitudinal Clinical Profiles

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。