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Hsin-Yuan Huang

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#machine learning Preprint Oct 2026

Out-of-control Hamiltonian Learning

Learning the Hamiltonian of a many-body system from its dynamics is a central task in quantum science, yet the algorithms with the strongest provable guarantees assume some level of quantum control--fast, arbitrary single-qubit gates interleaved with time evolution, and measurements in arbitrary bases--that is beyond t...

W. Gong, Mu-Zhou Ma, Si-Tan Chen et al. · 0 citations
Preprint Aug 2026

Near-optimal quantum metrology with few-qubit measurements

Quantum metrology, which addresses parameter estimation in quantum systems, has broad applications across science and technology. Conventional metrology protocols for multi-qubit states in the multi-parameter regime typically require highly complex quantum measurements, leading to substantial quantum-resource costs. In...

Liang Mao, Senrui Chen, Hsin-Yuan Huang et al. · 0 citations
Preprint Jul 2026

High-rate qLDPC processors

Mitten codes are introduced, a family of qLDPC processor codes of encoding rate of encoding rate of $20 and check weight of $9, based on non-abelian groups, allowing mitten codes to reach distance $18 and beyond with just a few hundred data qubits.

Aditya Bhardwaj, Mu-Zhou Ma, N. Meister et al. · 9 citations · ⚡2

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