应用 · health medicine论文趋势 2023–2026
应用方向：health_medicine
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 350 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 1 | 2 | 0 | 0 | 3 |
| 2024 | 78 | 3 | 0 | 0 | 81 |
| 2025 | 7 | 3 | 72 | 0 | 82 |
| 2026 | 14 | 3 | 167 | 0 | 184 |
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 5 / 7 页
- ICML 2025BoxLM: Unifying Structures and Semantics of Medical Concepts for Diagnosis Prediction in Healthcare
- ICML 2025Breaking the Barrier of Hard Samples: A Data-Centric Approach to Synthetic Data for Medical Tasks
- ICML 2025Causal Invariance-aware Augmentation for Brain Graph Contrastive Learning
- ICML 2025CellFlux: Simulating Cellular Morphology Changes via Flow Matching
- ICML 2025CFP-Gen: Combinatorial Functional Protein Generation via Diffusion Language Models
- ICML 2025CLIMB: Data Foundations for Large Scale Multimodal Clinical Foundation Models
- ICML 2025CombiMOTS: Combinatorial Multi-Objective Tree Search for Dual-Target Molecule Generation
- ICML 2025Confounder-Free Continual Learning via Recursive Feature Normalization
- ICML 2025Context Matters: Query-aware Dynamic Long Sequence Modeling of Gigapixel Images
- ICML 2025Cross-Modal Alignment via Variational Copula Modelling
- ICML 2025Distributed Parallel Gradient Stacking(DPGS): Solving Whole Slide Image Stacking Challenge in Multi-Instance Learning
- ICML 2025Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective
- ICML 2025Do Multiple Instance Learning Models Transfer?
- ICML 2025Domain-Adapted Diffusion Model for PROTAC Linker Design Through the Lens of Density Ratio in Chemical Space
- ICML 2025Drug-TTA: Test-Time Adaptation for Drug Virtual Screening via Multi-task Meta-Auxiliary Learning
- ICML 2025EARTH: Epidemiology-Aware Neural ODE with Continuous Disease Transmission Graph
- ICML 2025EmoGrowth: Incremental Multi-label Emotion Decoding with Augmented Emotional Relation Graph
- ICML 2025Enforcing Latent Euclidean Geometry in Single-Cell VAEs for Manifold Interpolation
- ICML 2025From Mechanistic Interpretability to Mechanistic Biology: Training, Evaluating, and Interpreting Sparse Autoencoders on Protein Language Models
- ICML 2025From Token to Rhythm: A Multi-Scale Approach for ECG-Language Pretraining
- ICML 2025Global Context-aware Representation Learning for Spatially Resolved Transcriptomics
- ICML 2025Gradient-based Explanations for Deep Learning Survival Models
- ICML 2025H-Tuning: Toward Low-Cost and Efficient ECG-based Cardiovascular Disease Detection with Pre-Trained Models
- ICML 2025HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation
- ICML 2025Identifying biological perturbation targets through causal differential networks
- ICML 2025InfoSEM: A Deep Generative Model with Informative Priors for Gene Regulatory Network Inference
- ICML 2025LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation
- ICML 2025MedRAX: Medical Reasoning Agent for Chest X-ray
- ICML 2025MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
- ICML 2025MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
- ICML 2025Modalities Contribute Unequally: Enhancing Medical Multi-modal Learning through Adaptive Modality Token Re-balancing
- ICML 2025Multi-Marginal Stochastic Flow Matching for High-Dimensional Snapshot Data at Irregular Time Points
- ICML 2025Multimodal Medical Code Tokenizer
- ICML 2025NeuralCohort: Cohort-aware Neural Representation Learning for Healthcare Analytics
- ICML 2025NeuroTree: Hierarchical Functional Brain Pathway Decoding for Mental Health Disorders
- ICML 2025P(all-atom) Is Unlocking New Path For Protein Design
- ICML 2025PepTune: De Novo Generation of Therapeutic Peptides with Multi-Objective-Guided Discrete Diffusion
- ICML 2025PertEval-scFM: Benchmarking Single-Cell Foundation Models for Perturbation Effect Prediction
- ICML 2025Predicting mutational effects on protein binding from folding energy
- ICML 2025Protein Structure Tokenization: Benchmarking and New Recipe
- ICML 2025Protriever: End-to-End Differentiable Protein Homology Search for Fitness Prediction
- ICML 2025PyTDC: A multimodal machine learning training, evaluation, and inference platform for biomedical foundation models
- ICML 2025Raptor: Scalable Train-Free Embeddings for 3D Medical Volumes Leveraging Pretrained 2D Foundation Models
- ICML 2025Reconstructing Cell Lineage Trees from Phenotypic Features with Metric Learning
- ICML 2025Reliable Algorithm Selection for Machine Learning-Guided Design
- ICML 2025SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes
- ICML 2025Scalable Generation of Spatial Transcriptomics from Histology Images via Whole-Slide Flow Matching
- ICML 2025sciLaMA: A Single-Cell Representation Learning Framework to Leverage Prior Knowledge from Large Language Models
- ICML 2025scSSL-Bench: Benchmarking Self-Supervised Learning for Single-Cell Data
- ICML 2025SPACE: Your Genomic Profile Predictor is a Powerful DNA Foundation Model
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查应用 · health medicine在 ICML 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "app-health-medicine"}
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。