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quant-ph2025
Improving Quantum Machine Learning via Heat-Bath Algorithmic Cooling
Nayeli A. Rodríguez-Briones, Daniel K. Park
This work introduces an approach rooted in quantum thermodynamics to enhance sampling efficiency in quantum machine learning (QML). We propose conceptualizing quantum supervised le…
quant-ph2024
Schmidt quantum compressor
Israel F. Araujo, Hyeondo Oh, Nayeli A. Rodríguez-Briones +1
This work introduces the Schmidt quantum compressor, an innovative approach to quantum data compression that leverages the principles of Schmidt decomposition to encode quantum inf…