activity
20242026
most citedZero Shot Health Trajectory Prediction Using Transformer

58 citations · 58 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV2026

Distilling Photon-Counting CT into Routine Chest CT through Clinically Validated Degradation Modeling

Junqi Liu, Xinze Zhou, Wenxuan Li +10

Photon-counting CT (PCCT) provides superior image quality with higher spatial resolution and lower noise compared to conventional energy-integrating CT (EICT), but its limited clin…

cs.LG2025

Federated Timeline Synthesis: Scalable and Private Methodology For Model Training and Deployment

Pawel Renc, Michal K. Grzeszczyk, Linglong Qian +3

We present Federated Timeline Synthesis (FTS), a novel framework for training generative foundation models across distributed timeseries data applied to electronic health records (…

cs.LG2025

Foundation Model of Electronic Medical Records for Adaptive Risk Estimation

Pawel Renc, Michal K. Grzeszczyk, Nassim Oufattole +9

Hospitals struggle to predict critical outcomes. Traditional early warning systems, like NEWS and MEWS, rely on static variables and fixed thresholds, limiting their adaptability,…

cs.LG2024★ 58 cited

Zero Shot Health Trajectory Prediction Using Transformer

Pawel Renc, Yugang Jia, Anthony E. Samir +4

Integrating modern machine learning and clinical decision-making has great promise for mitigating healthcare's increasing cost and complexity. We introduce the Enhanced Transformer…

physics.med-ph2024

Collimator-less SPECT System Design for Dynamic Whole-body Imaging

Yuemeng Feng, Arkadiusz Sitek, Shadi Abdar Esfahani +1

In this study, we introduce a Compton SPECT system for whole-body imaging of Actinium-225 (225Ac), one of the trending radionuclides for targeted alpha therapy (TAT). The Compton S…