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quant-ph2024★ 1 cited
Concept learning of parameterized quantum models from limited measurements
Beng Yee Gan, Po-Wei Huang, Elies Gil-Fuster +1
Classical learning of the expectation values of observables for quantum states is a natural variant of learning quantum states or channels. While learning-theoretic frameworks esta…
quant-ph2023★ 1 cited
A Unified Framework for Trace-induced Quantum Kernels
Beng Yee Gan, Daniel Leykam, Supanut Thanasilp
Quantum kernel methods are promising candidates for achieving a practical quantum advantage for certain machine learning tasks. Similar to classical machine learning, an exact form…