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quant-ph2026
Asymptotics for Frequency Redundancies in Quantum Machine Learning Models
Felix Paul, Bhilahari Jeevanesan, Peter Jung
The redundancy distribution of the frequency spectrum has been shown in the literature to impact the expressivity and trainability of Quantum Fourier Models (QFMs). In this work, w…
quant-ph2023★ 1 cited
Clever Design, Unexpected Obstacles: Insights on Implementing a Quantum Boltzmann Machine
Felix Paul, Michael Falkenthal, Sebastian Feld
We have implemented a gated-based quantum version of a restricted Boltzmann machine for approximating the ground state of a Pauli-decomposed qubit Hamiltonian. During the implement…