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quant-ph2026
Quantum circuit complexity and unsupervised machine learning of topological order
Yanming Che, Clemens Gneiting, Xiaoguang Wang +1
Inspired by the close relationship between Kolmogorov complexity and unsupervised machine learning, we explore quantum circuit complexity, an important concept in quantum computati…
quant-ph2024
Exponentially improved efficient machine learning for quantum many-body states with provable guarantees
Yanming Che, Clemens Gneiting, Franco Nori
Solving the ground state and the ground-state properties of quantum many-body systems is generically a hard task for classical algorithms. For a family of Hamiltonians defined on a…