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Papers
Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness
EMNLP 2025
Comparing representations of long clinical texts for the task of patient-note identification
NAACL 2025
Graph Transformers on EHRs: Better Representation Improves Downstream Performance
ICLR 2024
Multimodal Patient Representation Learning with Missing Modalities and Labels
ICLR 2024
Predictive Modeling with Temporal Graphical Representation on Electronic Health Records
IJCAI 2024
Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation Learning
ACL 2023
REFINE: A Fine-Grained Medication Recommendation System Using Deep Learning and Personalized Drug Interaction Modeling
NeurIPS 2023
VecoCare: Visit Sequences-Clinical Notes Joint Learning for Diagnosis Prediction in Healthcare Data
IJCAI 2023
Chronic Disease Management with Personalized Lab Test Response Prediction
IJCAI 2022
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients
ICML 2021
Self-Supervised Adversarial Distribution Regularization for Medication Recommendation
IJCAI 2021
Doctor2Vec: Dynamic Doctor Representation Learning for Clinical Trial Recruitment
AAAI 2020
Learning Phenotypes and Dynamic Patient Representations via RNN Regularized Collective Non-Negative Tensor Factorization
AAAI 2019
Two-stage Federated Phenotyping and Patient Representation Learning
ACL 2019