2 papers
quant-ph2025
k-Contextuality as a Heuristic for Memory Separations in Learning
Mariesa H. Teo, Willers Yang, James Sud +3
Classical machine learning models struggle with learning and prediction tasks on data sets exhibiting long-range correlations. Previously, the existence of a long-range correlation…
quant-ph2023
Approximate t-designs in generic circuit architectures
Daniel Belkin, James Allen, Soumik Ghosh +6
Unitary t-designs are distributions on the unitary group whose first t moments appear maximally random. Previous work has established several upper bounds on the depths at which ce…