SNT merges SV and PEC for subspace-tailored error mitigation in Trotterized FHM simulations, mapping out optimal combinations by hardware quality and shot budget while quantifying when noisy devices could surpass classical methods.
Noise-robust estimation of quantum observables in noisy hardware,
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A parametrized four-qubit digital QRC model with ridge-regression readout matches the classical Prophet benchmark on dynamic time warping for ATM cash-demand forecasting but underperforms on MAE and NMSE across noiseless simulation, noise emulation, and real IQM hardware.
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Digital Quantum Reservoir Computing for ATM Time Series Prediction
A parametrized four-qubit digital QRC model with ridge-regression readout matches the classical Prophet benchmark on dynamic time warping for ATM cash-demand forecasting but underperforms on MAE and NMSE across noiseless simulation, noise emulation, and real IQM hardware.