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quant-ph2025
Hybrid quantum-classical unsupervised data clustering based on the self-organizing feature map
Ilia D. Lazarev, Marek Narozniak, Tim Byrnes +1
Unsupervised machine learning is one of the main techniques employed in artificial intelligence. We introduce an algorithm for quantum-assisted unsupervised data clustering using t…
quant-ph2024
Deep learning of many-body observables and quantum information scrambling
Naeimeh Mohseni, Junheng Shi, Tim Byrnes +1
Machine learning has shown significant breakthroughs in quantum science, where in particular deep neural networks exhibited remarkable power in modeling quantum many-body systems.…