2 papers
quant-ph2025
CutReg: A loss regularizer for enhancing the scalability of QML via adaptive circuit cutting
Maniraman Periyasamy, Christian Ufrecht, Daniel D. Scherer +1
Whether QML can offer a transformative advantage remains an open question. The severe constraints of NISQ hardware, particularly in circuit depth and connectivity, hinder both the…
cs.LG2024
Fourier Analysis of Variational Quantum Circuits for Supervised Learning
Marco Wiedmann, Maniraman Periyasamy, Daniel D. Scherer
VQC can be understood through the lens of Fourier analysis. It is already well-known that the function space represented by any circuit architecture can be described through a trun…