{"total":116,"rows":[{"id":"2211.14238","title":"Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time","created":"2022-11-25","cited_by_count":90,"area":null},{"id":"2108.13461","title":"Time Series Prediction using Deep Learning Methods in Healthcare","created":"2021-08-30","cited_by_count":74,"area":null},{"id":"2101.06800","title":"Heterogeneous Similarity Graph Neural Network on Electronic Health Records","created":"2021-01-17","cited_by_count":30,"area":null},{"id":"2105.07542","title":"Collaborative Graph Learning with Auxiliary Text for Temporal Event Prediction in Healthcare","created":"2021-05-16","cited_by_count":30,"area":null},{"id":"2206.05483","title":"Bilateral Dependency Optimization: Defending Against Model-inversion Attacks","created":"2022-06-11","cited_by_count":30,"area":null},{"id":"2309.12368","title":"Rethinking Human-AI Collaboration in Complex Medical Decision Making: A Case Study in Sepsis Diagnosis","created":"2023-09-17","cited_by_count":30,"area":null},{"id":"2107.01830","title":"ARM-Net: Adaptive Relation Modeling Network for Structured Data","created":"2021-07-05","cited_by_count":24,"area":null},{"id":"2108.03625","title":"Unifying Heterogeneous Electronic Health Records Systems via Text-Based Code Embedding","created":"2021-08-08","cited_by_count":24,"area":null},{"id":"2409.04481","title":"Large Language Models in Drug Discovery and Development: From Disease Mechanisms to Clinical Trials","created":"2024-09-06","cited_by_count":24,"area":null},{"id":"2112.05195","title":"Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs","created":"2021-12-09","cited_by_count":20,"area":null},{"id":"2305.11386","title":"Improving Fairness in AI Models on Electronic Health Records: The Case for Federated Learning Methods","created":"2023-05-19","cited_by_count":17,"area":null},{"id":"2204.04797","title":"Multi-Label Clinical Time-Series Generation via Conditional GAN","created":"2022-04-10","cited_by_count":16,"area":null},{"id":"2106.04751","title":"Self-Supervised Graph Learning with Hyperbolic Embedding for Temporal Health Event Prediction","created":"2021-06-09","cited_by_count":15,"area":null},{"id":"2112.02625","title":"Explainable Deep Learning in Healthcare: A Methodological Survey from an Attribution View","created":"2021-12-05","cited_by_count":15,"area":null},{"id":"2102.04702","title":"AttDMM: An Attentive Deep Markov Model for Risk Scoring in Intensive Care Units","created":"2021-02-09","cited_by_count":14,"area":null},{"id":"2109.03069","title":"Sequential Diagnosis Prediction with Transformer and Ontological Representation","created":"2021-09-07","cited_by_count":12,"area":null},{"id":"2408.07084","title":"Dynamic Hypergraph-Enhanced Prediction of Sequential Medical Visits","created":"2024-08-08","cited_by_count":12,"area":null},{"id":"2310.07871","title":"Hierarchical Pretraining on Multimodal Electronic Health Records","created":"2023-10-11","cited_by_count":11,"area":null},{"id":"2402.01077","title":"Recent Advances in Predictive Modeling with Electronic Health Records","created":"2024-02-02","cited_by_count":11,"area":null},{"id":"2312.05933","title":"Temporal Supervised Contrastive Learning for Modeling Patient Risk Progression","created":"2023-12-10","cited_by_count":10,"area":null},{"id":"2101.04209","title":"PyHealth: A Python Library for Health Predictive Models","created":"2021-01-11","cited_by_count":9,"area":null},{"id":"2405.03943","title":"Predictive Modeling with Temporal Graphical Representation on Electronic Health Records","created":"2024-05-07","cited_by_count":9,"area":null},{"id":"2405.09039","title":"SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction","created":"2024-05-15","cited_by_count":8,"area":null},{"id":"2501.17326","title":"Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction","created":"2025-01-28","cited_by_count":8,"area":null},{"id":"2406.10061","title":"TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data","created":"2024-06-14","cited_by_count":7,"area":null},{"id":"2406.13942","title":"Synthesizing Multimodal Electronic Health Records via Predictive Diffusion Models","created":"2024-06-20","cited_by_count":7,"area":"diffusion"},{"id":"2104.11026","title":"MeSIN: Multilevel Selective and Interactive Network for Medication Recommendation","created":"2021-04-22","cited_by_count":6,"area":null},{"id":"2209.09023","title":"Artificial Intelligence for In Silico Clinical Trials: A Review","created":"2022-09-16","cited_by_count":6,"area":null},{"id":"2201.06779","title":"Label Dependent Attention Model for Disease Risk Prediction Using Multimodal Electronic Health Records","created":"2022-01-18","cited_by_count":5,"area":null},{"id":"2307.11133","title":"Contrastive Graph Pooling for Explainable Classification of Brain Networks","created":"2023-07-07","cited_by_count":5,"area":null},{"id":"2312.10977","title":"Predict and Interpret Health Risk using EHR through Typical Patients","created":"2023-12-18","cited_by_count":5,"area":null},{"id":"2401.11648","title":"Next Visit Diagnosis Prediction via Medical Code-Centric Multimodal Contrastive EHR Modelling with Hierarchical Regularisation","created":"2024-01-22","cited_by_count":5,"area":null},{"id":"2403.04086","title":"Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health Records","created":"2024-03-06","cited_by_count":5,"area":null},{"id":"2408.07569","title":"Multi-task Heterogeneous Graph Learning on Electronic Health Records","created":"2024-08-14","cited_by_count":5,"area":null},{"id":"2501.16373","title":"Unveiling Discrete Clues: Superior Healthcare Predictions for Rare Diseases","created":"2025-01-23","cited_by_count":5,"area":null},{"id":"2502.13555","title":"Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge Graphs","created":"2025-02-19","cited_by_count":5,"area":null},{"id":"2505.16288","title":"No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery","created":"2025-05-22","cited_by_count":5,"area":"agents"},{"id":"2105.09428","title":"Explainable Health Risk Predictor with Transformer-based Medicare Claim Encoder","created":"2021-05-19","cited_by_count":4,"area":null},{"id":"2106.12658","title":"Transformer-based unsupervised patient representation learning based on medical claims for risk stratification and analysis","created":"2021-06-23","cited_by_count":4,"area":null},{"id":"2107.09288","title":"MIPO: Mutual Integration of Patient Journey and Medical Ontology for Healthcare Representation Learning","created":"2021-07-20","cited_by_count":4,"area":null},{"id":"2310.02520","title":"MedDiffusion: Boosting Health Risk Prediction via Diffusion-based Data Augmentation","created":"2023-10-04","cited_by_count":4,"area":null},{"id":"2501.00190","title":"SepsisCalc: Integrating Clinical Calculators into Early Sepsis Prediction via Dynamic Temporal Graph Construction","created":"2024-12-31","cited_by_count":4,"area":null},{"id":"2103.00482","title":"Generalized and Transferable Patient Language Representation for Phenotyping with Limited Data","created":"2021-02-24","cited_by_count":3,"area":null},{"id":"2207.06414","title":"Modeling Long-term Dependencies and Short-term Correlations in Patient Journey Data with Temporal Attention Networks for Health Prediction","created":"2022-07-13","cited_by_count":3,"area":null},{"id":"2209.01321","title":"Deep Stable Representation Learning on Electronic Health Records","created":"2022-09-03","cited_by_count":3,"area":null},{"id":"2305.19997","title":"Knowledge Graph Embedding with Electronic Health Records Data via Latent Graphical Block Model","created":"2023-05-31","cited_by_count":3,"area":null},{"id":"2306.04018","title":"PyTrial: Machine Learning Software and Benchmark for Clinical Trial Applications","created":"2023-06-06","cited_by_count":3,"area":null},{"id":"2401.11252","title":"Automated Fusion of Multimodal Electronic Health Records for Better Medical Predictions","created":"2024-01-20","cited_by_count":3,"area":null},{"id":"2407.12309","title":"MEDFuse: Multimodal EHR Data Fusion with Masked Lab-Test Modeling and Large Language Models","created":"2024-07-17","cited_by_count":3,"area":null},{"id":"2409.12087","title":"Towards Interpretable End-Stage Renal Disease (ESRD) Prediction: Utilizing Administrative Claims Data with Explainable AI Techniques","created":"2024-09-18","cited_by_count":3,"area":null},{"id":"2410.19955","title":"Bridging Stepwise Lab-Informed Pretraining and Knowledge-Guided Learning for Diagnostic Reasoning","created":"2024-10-25","cited_by_count":3,"area":"lr"},{"id":"2502.07836","title":"Advancing Precision Oncology Through Modeling of Longitudinal and Multimodal Data","created":"2025-02-11","cited_by_count":3,"area":null},{"id":"2502.10689","title":"Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction","created":"2025-02-15","cited_by_count":3,"area":null},{"id":"2507.14847","title":"Time-Aware Attention for Enhanced Electronic Health Records Modeling","created":"2025-07-20","cited_by_count":3,"area":null},{"id":"2103.00165","title":"Lifelong Learning based Disease Diagnosis on Clinical Notes","created":"2021-02-27","cited_by_count":2,"area":null},{"id":"2107.03913","title":"Medical Profile Model: Scientific and Practical Applications in Healthcare","created":"2021-06-21","cited_by_count":2,"area":null},{"id":"2202.11811","title":"NeuroView-RNN: It's About Time","created":"2022-02-23","cited_by_count":2,"area":null},{"id":"2203.02446","title":"AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment","created":"2022-03-04","cited_by_count":2,"area":null},{"id":"2204.13847","title":"CATNet: Cross-event Attention-based Time-aware Network for Medical Event Prediction","created":"2022-04-29","cited_by_count":2,"area":null},{"id":"2209.00655","title":"Self-supervised Representation Learning on Electronic Health Records with Graph Kernel Infomax","created":"2022-09-01","cited_by_count":2,"area":null},{"id":"2309.16335","title":"End-to-end Risk Prediction of Atrial Fibrillation from the 12-Lead ECG by Deep Neural Networks","created":"2023-09-28","cited_by_count":2,"area":null},{"id":"2410.01855","title":"Explainable Diagnosis Prediction through Neuro-Symbolic Integration","created":"2024-10-01","cited_by_count":2,"area":null},{"id":"2411.19742","title":"Graph Neural Networks for Heart Failure Prediction on an EHR-Based Patient Similarity Graph","created":"2024-11-29","cited_by_count":2,"area":null},{"id":"2507.08617","title":"Towards Collaborative Fairness in Federated Learning Under Imbalanced Covariate Shift","created":"2025-07-11","cited_by_count":2,"area":"distill"},{"id":"2604.07549","title":"EMSDialog: Synthetic Multi-person Emergency Medical Service Dialogue Generation from Electronic Patient Care Reports via Multi-LLM Agents","created":"2026-04-08","cited_by_count":2,"area":null},{"id":"2103.08800","title":"Predicting Opioid Use Disorder from Longitudinal Healthcare Data using Multi-stream Transformer","created":"2021-03-16","cited_by_count":1,"area":null},{"id":"2109.12276","title":"Cardiac Complication Risk Profiling for Cancer Survivors via Multi-View Multi-Task Learning","created":"2021-09-25","cited_by_count":1,"area":null},{"id":"2203.04298","title":"CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification","created":"2022-03-08","cited_by_count":1,"area":null},{"id":"2206.14647","title":"Meta-Wrapper: Differentiable Wrapping Operator for User Interest Selection in CTR Prediction","created":"2022-06-28","cited_by_count":1,"area":null},{"id":"2304.04468","title":"Toward Cohort Intelligence: A Universal Cohort Representation Learning Framework for Electronic Health Record Analysis","created":"2023-04-10","cited_by_count":1,"area":null},{"id":"2304.12737","title":"NPRL: Nightly Profile Representation Learning for Early Sepsis Onset Prediction in ICU Trauma Patients","created":"2023-04-25","cited_by_count":1,"area":null},{"id":"2403.15393","title":"Detection of Opioid Users from Reddit Posts via an Attention-based Bidirectional Recurrent Neural Network","created":"2024-02-09","cited_by_count":1,"area":null},{"id":"2404.14815","title":"Time-aware Heterogeneous Graph Transformer with Adaptive Attention Merging for Health Event Prediction","created":"2024-04-23","cited_by_count":1,"area":null},{"id":"2406.16221","title":"F-FOMAML: GNN-Enhanced Meta-Learning for Peak Period Demand Forecasting with Proxy Data","created":"2024-06-23","cited_by_count":1,"area":null},{"id":"2411.03224","title":"Interpretable Predictive Models for Healthcare via Rational Logistic Regression","created":"2024-11-05","cited_by_count":1,"area":null},{"id":"2411.11161","title":"MPLite: Multi-Aspect Pretraining for Mining Clinical Health Records","created":"2024-11-17","cited_by_count":1,"area":null},{"id":"2412.16406","title":"Learning Disease Progression Models That Capture Health Disparities","created":"2024-12-20","cited_by_count":1,"area":null},{"id":"2503.19285","title":"No Black Box Anymore: Demystifying Clinical Predictive Modeling with Temporal-Feature Cross Attention Mechanism","created":"2025-03-25","cited_by_count":1,"area":null},{"id":"2510.01899","title":"Multimodal Foundation Models for Early Disease Detection","created":"2025-10-02","cited_by_count":1,"area":null},{"id":"2510.11745","title":"Think as a Doctor: An Interpretable AI Approach for ICU Mortality Prediction","created":"2025-10-11","cited_by_count":1,"area":null},{"id":"2511.11423","title":"CURENet: Combining Unified Representations for Efficient Chronic Disease Prediction","created":"2025-11-14","cited_by_count":1,"area":null},{"id":"2602.19661","title":"PaReGTA: A Temporally Aware LLM-Based Patient Representation Framework for EHR Analytics","created":"2026-02-23","cited_by_count":1,"area":null},{"id":"2101.07007","title":"An attention model to analyse the risk of agitation and urinary tract infections in people with dementia","created":"2021-01-18","cited_by_count":0,"area":null},{"id":"2102.02586","title":"Temporal Cascade and Structural Modelling of EHRs for Granular Readmission Prediction","created":"2021-02-04","cited_by_count":0,"area":null},{"id":"2107.03620","title":"Predicting Disease Progress with Imprecise Lab Test Results","created":"2021-07-08","cited_by_count":0,"area":null},{"id":"2109.14147","title":"Temporal Clustering with External Memory Network for Disease Progression Modeling","created":"2021-09-29","cited_by_count":0,"area":null},{"id":"2111.09098","title":"Unifying Heterogeneous Electronic Health Records Systems via Text-Based Code Embedding","created":"2021-11-12","cited_by_count":0,"area":null},{"id":"2204.11736","title":"KnowAugNet: Multi-Source Medical Knowledge Augmented Medication Prediction Network with Multi-Level Graph Contrastive Learning","created":"2022-04-25","cited_by_count":0,"area":null},{"id":"2211.08077","title":"EDEN : An Event DEtection Network for the annotation of Breast Cancer recurrences in administrative claims data","created":"2022-11-15","cited_by_count":0,"area":null},{"id":"2301.03829","title":"From Plate to Prevention: A Dietary Nutrient-aided Platform for Health Promotion in Singapore","created":"2023-01-10","cited_by_count":0,"area":null},{"id":"2401.00756","title":"MPRE: Multi-perspective Patient Representation Extractor for Disease Prediction","created":"2024-01-01","cited_by_count":0,"area":null},{"id":"2401.17865","title":"Manipulating Predictions over Discrete Inputs in Machine Teaching","created":"2024-01-31","cited_by_count":0,"area":null},{"id":"2407.11096","title":"Static and multivariate-temporal attentive fusion transformer for readmission risk prediction","created":"2024-07-15","cited_by_count":0,"area":null},{"id":"2410.23503","title":"Development and Comparative Analysis of Machine Learning Models for Hypoxemia Severity Triage in CBRNE Emergency Scenarios Using Physiological and Demographic Data from Medical-Grade Devices","created":"2024-10-30","cited_by_count":0,"area":null},{"id":"2503.23072","title":"TRACE: Intra-visit Clinical Event Nowcasting via Effective Patient Trajectory Encoding","created":"2025-03-29","cited_by_count":0,"area":null},{"id":"2504.08964","title":"Bidirectional Linear Recurrent Models for Sequence-Level Multisource Fusion","created":"2025-04-11","cited_by_count":0,"area":null},{"id":"2504.11792","title":"Large Language Models for Drug Overdose Prediction from Longitudinal Medical Records","created":"2025-04-16","cited_by_count":0,"area":null},{"id":"2506.13842","title":"SatHealth: A Multimodal Public Health Dataset with Satellite-based Environmental Factors","created":"2025-06-16","cited_by_count":0,"area":null},{"id":"2508.17554","title":"Bridging Graph and State-Space Modeling for Intensive Care Unit Length of Stay Prediction","created":"2025-08-24","cited_by_count":0,"area":null},{"id":"2510.09895","title":"Chain-of-Influence: Tracing Interdependencies Across Time and Features in Clinical Predictive Modelings","created":"2025-10-10","cited_by_count":0,"area":null}],"next_cursor":"100"}