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 81 篇，第 1 / 2 页

1. ICLR 2024Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation
2. ICLR 2024Graph Transformers on EHRs: Better Representation Improves Downstream Performance
3. ICLR 2024Large-scale Training of Foundation Models for Wearable Biosignals
4. NeurIPS 2024A Decision-Language Model (DLM) for Dynamic Restless Multi-Armed Bandit Tasks in Public Health
5. NeurIPS 2024A probability contrastive learning framework for 3D molecular representation learning
6. NeurIPS 2024A versatile informative diffusion model for single-cell ATAC-seq data generation and analysis
7. NeurIPS 2024Addressing Asynchronicity in Clinical Multimodal Fusion via Individualized Chest X-ray Generation
8. NeurIPS 2024Association Pattern-aware Fusion for Biological Entity Relationship Prediction
9. NeurIPS 2024Attention boosted Individualized Regression
10. NeurIPS 2024Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health Records
11. NeurIPS 2024Autoregressive Image Diffusion: Generation of Image Sequence and Application in MRI
12. NeurIPS 2024Bidirectional Recurrence for Cardiac Motion Tracking with Gaussian Process Latent Coding
13. NeurIPS 2024Bridge-IF: Learning Inverse Protein Folding with Markov Bridges
14. NeurIPS 2024CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation
15. NeurIPS 2024Cell ontology guided transcriptome foundation model
16. NeurIPS 2024Curriculum Fine-tuning of Vision Foundation Model for Medical Image Classification Under Label Noise
17. NeurIPS 2024Customized Subgraph Selection and Encoding for Drug-drug Interaction Prediction
18. NeurIPS 2024Data-Driven Discovery of Dynamical Systems in Pharmacology using Large Language Models
19. NeurIPS 2024DDGS-CT: Direction-Disentangled Gaussian Splatting for Realistic Volume Rendering
20. NeurIPS 2024Deep Learning in Medical Image Registration: Magic or Mirage?
21. NeurIPS 2024Disentangling Interpretable Factors with Supervised Independent Subspace Principal Component Analysis
22. NeurIPS 2024DMNet: Self-comparison Driven Model for Subject-independent Seizure Detection
23. NeurIPS 2024E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation
24. NeurIPS 2024Enhancing Protein Mutation Effect Prediction through a Retrieval-Augmented Framework
25. NeurIPS 2024EpiCare: A Reinforcement Learning Benchmark for Dynamic Treatment Regimes
26. NeurIPS 2024Equivariant spatio-hemispherical networks for diffusion MRI deconvolution
27. NeurIPS 2024Exploring Molecular Pretraining Model at Scale
28. NeurIPS 2024Externally Valid Policy Evaluation from Randomized Trials Using Additional Observational Data
29. NeurIPS 2024Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts
30. NeurIPS 2024Free Lunch in Pathology Foundation Model: Task-specific Model Adaptation with Concept-Guided Feature Enhancement
31. NeurIPS 2024G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-training
32. NeurIPS 2024Gene-Gene Relationship Modeling Based on Genetic Evidence for Single-Cell RNA-Seq Data Imputation
33. NeurIPS 2024GENOT: Entropic (Gromov) Wasserstein Flow Matching with Applications to Single-Cell Genomics
34. NeurIPS 2024GraphMorph: Tubular Structure Extraction by Morphing Predicted Graphs
35. NeurIPS 2024HEALNet: Multimodal Fusion for Heterogeneous Biomedical Data
36. NeurIPS 2024Image-aware Evaluation of Generated Medical Reports
37. NeurIPS 2024Instruction Tuning Large Language Models to Understand Electronic Health Records
38. NeurIPS 2024Instructor-inspired Machine Learning for Robust Molecular Property Prediction
39. NeurIPS 2024Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series
40. NeurIPS 2024Learning Identifiable Factorized Causal Representations of Cellular Responses
41. NeurIPS 2024Learning Low-Rank Feature for Thorax Disease Classification
42. NeurIPS 2024Leveraging an ECG Beat Diffusion Model for Morphological Reconstruction from Indirect Signals
43. NeurIPS 2024Leveraging Tumor Heterogeneity: Heterogeneous Graph Representation Learning for Cancer Survival Prediction in Whole Slide Images
44. NeurIPS 2024MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making
45. NeurIPS 2024Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning
46. NeurIPS 2024Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification
47. NeurIPS 2024MMSite: A Multi-modal Framework for the Identification of Active Sites in Proteins
48. NeurIPS 2024MotionTTT: 2D Test-Time-Training Motion Estimation for 3D Motion Corrected MRI
49. NeurIPS 2024Multi-Scale Representation Learning for Protein Fitness Prediction
50. NeurIPS 2024MutaPLM: Protein Language Modeling for Mutation Explanation and Engineering

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。