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cs.LG2026
Disease Is a Spectral Perturbation
John D. Mayfield, Matthew S. Rosen
We propose a novel method of understanding disease transformation from a healthy baseline with biomarker-level explainability. By modeling the biomarker covariance matrices of heal…
cs.LG2024
Evaluation of QCNN-LSTM for Disability Forecasting in Multiple Sclerosis Using Sequential Multisequence MRI
John D. Mayfield, Issam El Naqa
Introduction Quantum Convolutional Neural Network (QCNN)-Long Short-Term Memory (LSTM) models were studied to provide sequential relationships for each timepoint in MRIs of patient…