arxivquant-phcs.AIcs.LG2026-07-24
Quantum Spectral Model: Data Reuploading with Input-Conditioned Frequency Support
Peiyong Wang, Udaya Parampalli, Casey R. Myers
A central design principle in modern machine learning and artificial intelligence is to align a model's inductive bias with the structure of its input data. For matrix-valued inputs, relevant matrix-level relationships can be characterised through spectral values and spectral sub…