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quant-ph2026
Large-Language-Model Discovery of Quantum LDPC Codes through Structured Concept Evolution
Zidu Liu, Florian Marquardt
Quantum computers could outperform classical machines on important problems, but only if the errors that pervade quantum hardware can be corrected at scale. Quantum low-density par…
quant-ph2026
Efficiently Learning Global Quantum Channels with Local Tomography
Zidu Liu, Dominik S. Wild
Scalable characterization of quantum processors is crucial for mitigating noise and imperfections. While randomized measurement protocols enable efficient access to local observabl…
quant-ph2020★ 5 cited
Solving Quantum Master Equations with Deep Quantum Neural Networks
Zidu Liu, L. -M. Duan, Dong-Ling Deng
Deep quantum neural networks may provide a promising way to achieve quantum learning advantage with noisy intermediate scale quantum devices. Here, we use deep quantum feedforward…