Publications

(2023). ContriMix: Unsupervised disentanglement of content and attribute for domain generalization in microscopy image analysis. ArXiv.

PDF

(2023). Machine learning-based prediction of geboes score and histologic improvement and remission thresholds in ulcerative colitis. Gastroenterology.

PDF

(2023). Development of a high-throughput image processing pipeline for multiplex immunofluorescence whole slide images at scale. The American Association for Cancer Research.

PDF

(2023). Predicting malignant ventricular arrhythmias using real-time remote monitoring. Journal of the American College of Cardiology.

PDF

(2022). Emergenet: fast scalable pandemic risk assessment of influenza A strains circulating in non-human hosts. Research Square.

PDF Code

(2022). Self-training of machine learning models for liver histopathology: generalization under clinical shifts. Machine Learning for Health (Previously a NeurIPS Workshop).

PDF

(2021). Development and validation of computerized adaptive assessment tools for the measurement of posttraumatic stress disorder among US military veterans. JAMA Network Open.

PDF

(2021). Improved protein structure prediction by deep learning irrespective of co-evolution information. Nature Machine Intelligence.

PDF Code

(2021). Predicting future mutations to inform vaccine design. Research Square.

PDF Code