Author

Xiao-Ming Sun

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Review Sep 2026

From Bits to Qubits: The Theory and Practice of Quantum Data Encoding

Encoding classical data into quantum systems is a foundational step in the execution of nearly all quantum algorithms, and a critical bottleneck in realizing practical quantum advantage. This review provides a comprehensive account of the concepts, algorithms, and practical considerations associated with quantum data e...

Xiao-Ming Zhang, Arthur G. Rattew, Bu-Jiao Wu et al. · 2 citations

Jul 2026

QAdapt: A Noise-Adaptive Neural Pre-Decoding Framework for Quantum Error Correction

QAdapt is presented, a noise-adaptive neural pre-decoding framework for surface-code quantum error correction that captures local spatiotemporal correlations in syndrome data, sequentially adapting to evolving noise conditions while mitigating catastrophic forgetting, and forwards the residual syndrome to a conventiona...

Ran Miao, Rui Luo, Xiaohan Shan et al. · arXiv.org · 0 citations