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 350 篇，第 1 / 7 页

1. ICLR 2026GALAX: Graph-Augmented Language Model for Explainable Reinforcement-Guided Subgraph Reasoning in Precision Medicine
2. ICLR 2026GARLIC: Graph Attention-based Relational Learning of Multivariate Time Series in Intensive Care
3. ICLR 2026Knowledgeable Language Models as Black-Box Optimizers for Personalized Medicine
4. ICML 2026A Conflict-aware Evidential Framework for Reliable Sleep Stage Classification
5. ICML 2026A Regime-Aware Trajectory Prediction Framework for 1000+ Systems Biology Models
6. ICML 2026Adaptive DNA Sequence Modeling via Synergistic Plasticity Units
7. ICML 2026Agentic Framework for Epidemiological Modeling
8. ICML 2026Aggregate Models, Not Explanations: Improving Feature Importance Estimation
9. ICML 2026Are We Overconfident in Models and Results for Semi-Supervised 3D Medical Image Segmentation?
10. ICML 2026Asymmetric Contrastive Objectives for Efficient Phenotypic Screening
11. ICML 2026Automatic Construction of Clinical Scoring Systems with LLM Agents
12. ICML 2026Benchmarking the Scientific Mind: A Pathology-Derived Biomedical VQA Benchmark for Complex Scientific Reasoning
13. ICML 2026Beyond Accuracy: Latent Perturbations for Cognitive-Aware Diagnosis
14. ICML 2026Beyond Independent Genes: Learning Module-Inductive Representations for Single-Cell Gene Perturbation Prediction
15. ICML 2026Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging
16. ICML 2026Bimodal masked language modeling for bulk RNA-seq and DNA methylation representation learning
17. ICML 2026BioAgent Bench: An AI Agent Evaluation Suite for Bioinformatics
18. ICML 2026BioProBench: A Corpus and Benchmark for Biological Protocol Reasoning in Autonomous Science
19. ICML 2026Bridging Dynamics and Data: A Unified Diffusion Framework for Mechanistically-Informed Epidemic Forecasting
20. ICML 2026CalPro: Prior-Aware Evidential Conformal Prediction with Structure-Aware Sensitivity Bounds for Protein Structures
21. ICML 2026Cardio-mmFlow: A Gaussian-Prior-Free Physics-Informed Flow Matching Framework for Electrocardiogram to mmWave Radar Synthesis
22. ICML 2026CellBRIDGE: Learning Cellular Trajectories via Interaction-Aware Alignment
23. ICML 2026Chamaileon: Cross-Context Binder Design with Contextualized Modeling and Mixed Sampling
24. ICML 2026CLINIC : Evaluating Multilingual Trustworthiness in Language Models for Healthcare
25. ICML 2026ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education
26. ICML 2026Co-Generative De Novo Functional Protein Design
27. ICML 2026Conditionally Site-Independent Neural Evolution of Antibody Sequences
28. ICML 2026CONTEXTOR: Contextualized High-order Contrastive Learning
29. ICML 2026DC-W2S: Dual-Consensus Weak-to-Strong Training for Reliable Process Reward Modeling in Biological Reasoning
30. ICML 2026DeCoDe: Decoupling Binding Position and Molecular Conformation in 3D Ligand Diffusion for Structure-Based Drug Design
31. ICML 2026DecoderTCR: Compositional Pretraining and Entropy-Guided Decoding for TCR-pMHC Interactions
32. ICML 2026Deep Learning for BioImaging: What Are We Really Learning?
33. ICML 2026DeepBlip: Estimating Conditional Average Treatment Effects Over Time
34. ICML 2026Discontinuous Galerkin Neural Operator for Pathology Defocus Deblurring
35. ICML 2026Discrete Diffusion with Physical Mass Constraints for \emph{De Novo} Peptide Sequencing
36. ICML 2026Disease-Centric Vision-Language Pretraining with Hybrid Visual Encoding for 3D Computed Tomography
37. ICML 2026DIYHealth Suite: Dataset, Model, and Benchmark for Health Management at Home
38. ICML 2026Doppler Prompting for Stable mmWave-based Human Pose Estimation
39. ICML 2026DPsurv: Dual-Prototype Evidential Fusion for Uncertainty-Aware and Interpretable Whole Slide Image Survival Prediction
40. ICML 2026DSENet: A Novel Dual-Stream Enhancement Network for Multi-Scale Non-Stationary Time Series Forecasting
41. ICML 2026Dynamic Decision Learning: Test-Time Evolution for Abnormality Grounding in Rare Diseases
42. ICML 2026Eating for a Sustainable Planet: Personalized Sustainable Diet Recommendation via Constraint-Aware Decision-Making Modeling
43. ICML 2026ECG-R1: Protocol-Guided and Modality-Agnostic MLLM for Reliable ECG Interpretation
44. ICML 2026Effects of Structural Reward Shaping on Biophysical Properties in RL-Trained Plasmid Generators
45. ICML 2026Enhancing Protein-Protein Interaction Prediction with Hierarchical Motif-based Multimodal Protein Embedding
46. ICML 2026EpiCoCo: De Novo Epitope Generation via MHC-Context Co-Modeling and Contrastive Affinity Guidance
47. ICML 2026EpiTwin: Spatiotemporal Graph Transformers for Epileptic sEEG Signal Reconstruction
48. ICML 2026Evidential Reasoning Advances Interpretable Real-World Disease Screening
49. ICML 2026EvoEGF-Mol: Evolving Exponential Geodesic Flow for Structure-based Drug Design
50. ICML 2026Expert-guided Clinical Text Augmentation via Query-Based Model Collaboration

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。