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 72 篇，第 1 / 2 页

1. ICML 2025"Why Is There a Tumor?": Tell Me the Reason, Show Me the Evidence
2. ICML 2025A Cross Modal Knowledge Distillation & Data Augmentation Recipe for Improving Transcriptomics Representations through Morphological Features
3. ICML 2025A Variational Perspective on Generative Protein Fitness Optimization
4. ICML 2025Active Learning for Efficient Discovery of Optimal Combinatorial Perturbations
5. ICML 2025ADIOS: Antibody Development via Opponent Shaping
6. ICML 2025AffinityFlow: Guided Flows for Antibody Affinity Maturation
7. ICML 2025Aligning Protein Conformation Ensemble Generation with Physical Feedback
8. ICML 2025All-atom inverse protein folding through discrete flow matching
9. ICML 2025AutoElicit: Using Large Language Models for Expert Prior Elicitation in Predictive Modelling
10. ICML 2025Beyond Sensor Data: Foundation Models of Behavioral Data from Wearables Improve Health Predictions
11. ICML 2025Boosting Masked ECG-Text Auto-Encoders as Discriminative Learners
12. ICML 2025Bootstrapping Self-Improvement of Language Model Programs for Zero-Shot Schema Matching
13. ICML 2025BounDr.E: Predicting Drug-likeness via Biomedical Knowledge Alignment and EM-like One-Class Boundary Optimization
14. ICML 2025BoxLM: Unifying Structures and Semantics of Medical Concepts for Diagnosis Prediction in Healthcare
15. ICML 2025Breaking the Barrier of Hard Samples: A Data-Centric Approach to Synthetic Data for Medical Tasks
16. ICML 2025Causal Invariance-aware Augmentation for Brain Graph Contrastive Learning
17. ICML 2025CellFlux: Simulating Cellular Morphology Changes via Flow Matching
18. ICML 2025CFP-Gen: Combinatorial Functional Protein Generation via Diffusion Language Models
19. ICML 2025CLIMB: Data Foundations for Large Scale Multimodal Clinical Foundation Models
20. ICML 2025CombiMOTS: Combinatorial Multi-Objective Tree Search for Dual-Target Molecule Generation
21. ICML 2025Confounder-Free Continual Learning via Recursive Feature Normalization
22. ICML 2025Context Matters: Query-aware Dynamic Long Sequence Modeling of Gigapixel Images
23. ICML 2025Cross-Modal Alignment via Variational Copula Modelling
24. ICML 2025Distributed Parallel Gradient Stacking(DPGS): Solving Whole Slide Image Stacking Challenge in Multi-Instance Learning
25. ICML 2025Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective
26. ICML 2025Do Multiple Instance Learning Models Transfer?
27. ICML 2025Domain-Adapted Diffusion Model for PROTAC Linker Design Through the Lens of Density Ratio in Chemical Space
28. ICML 2025Drug-TTA: Test-Time Adaptation for Drug Virtual Screening via Multi-task Meta-Auxiliary Learning
29. ICML 2025EARTH: Epidemiology-Aware Neural ODE with Continuous Disease Transmission Graph
30. ICML 2025EmoGrowth: Incremental Multi-label Emotion Decoding with Augmented Emotional Relation Graph
31. ICML 2025Enforcing Latent Euclidean Geometry in Single-Cell VAEs for Manifold Interpolation
32. ICML 2025From Mechanistic Interpretability to Mechanistic Biology: Training, Evaluating, and Interpreting Sparse Autoencoders on Protein Language Models
33. ICML 2025From Token to Rhythm: A Multi-Scale Approach for ECG-Language Pretraining
34. ICML 2025Global Context-aware Representation Learning for Spatially Resolved Transcriptomics
35. ICML 2025Gradient-based Explanations for Deep Learning Survival Models
36. ICML 2025H-Tuning: Toward Low-Cost and Efficient ECG-based Cardiovascular Disease Detection with Pre-Trained Models
37. ICML 2025HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation
38. ICML 2025Identifying biological perturbation targets through causal differential networks
39. ICML 2025InfoSEM: A Deep Generative Model with Informative Priors for Gene Regulatory Network Inference
40. ICML 2025LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation
41. ICML 2025MedRAX: Medical Reasoning Agent for Chest X-ray
42. ICML 2025MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
43. ICML 2025MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
44. ICML 2025Modalities Contribute Unequally: Enhancing Medical Multi-modal Learning through Adaptive Modality Token Re-balancing
45. ICML 2025Multi-Marginal Stochastic Flow Matching for High-Dimensional Snapshot Data at Irregular Time Points
46. ICML 2025Multimodal Medical Code Tokenizer
47. ICML 2025NeuralCohort: Cohort-aware Neural Representation Learning for Healthcare Analytics
48. ICML 2025NeuroTree: Hierarchical Functional Brain Pathway Decoding for Mental Health Disorders
49. ICML 2025P(all-atom) Is Unlocking New Path For Protein Design
50. ICML 2025PepTune: De Novo Generation of Therapeutic Peptides with Multi-Objective-Guided Discrete Diffusion

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。