2 papers
cs.LG2025
Quantum Reservoir Computing and Risk Bounds
Naomi Mona Chmielewski, Nina Amini, Joseph Mikael
We propose a way to bound the generalisation errors of several classes of quantum reservoirs using the Rademacher complexity. We give specific, parameter-dependent bounds for two p…
cs.DS2023
Quantum Distance Calculation for -Graph Construction
Naomi Mona Chmielewski, Nina Amini, Paulin Jacquot +1
In machine learning and particularly in topological data analysis, -graphs are important tools but are generally hard to compute as the distance calculation between n points tak…