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Yi-Ming Huang

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Preprint Sep 2026

Low-cost algorithm-to-execution framework for surface-code quantum computing

The execution of useful quantum algorithms on fault-tolerant processors requires more than a mapping from logical gates to encoded operations: the spatial organization, non-Clifford resource supply, and execution schedule must also be determined while keeping physical overhead within practical limits. Although the theo...

Yun-Xin Tang, Zi-Xuan Huo, Jun-Xiang Huang et al. · 0 citations
#machine learning Preprint Oct 2026

RNADyn: A Benchmark for Generating and Understanding RNA Dynamics

Ribonucleic acid (RNA) functions through conformational changes that are not fully captured by static structures. However, large-scale standardized RNA dynamics data remain limited, and existing approaches typically treat trajectory generation and dynamics understanding as separate objectives. Here, we introduce RNADyn...

Yi-Ming Huang, L. Bastian, Hanqun Cao et al. · 0 citations
Jul 2026

Enhanced Neural Quantum State via Annealed Gradient Descent

Annealed gradient descent is established as a lightweight complement to expressive neural architectures, improved sampling strategies for scalable quantum many-body optimization and enables compact neural quantum states to attain chemical accuracy and competitive state-of-the-art performance.

Shiwei Zhou, Yi-Ming Huang, Xiao Yuan et al. · 0 citations
Preprint Jul 2026

Quantum-classical crossover in fault-tolerant quantum dynamics simulation

A scalable fault-tolerant framework that combines coherent observable estimation with a space-time-efficient implementation of non-Clifford rotations is introduced, suppressing the residual logical errors that limit existing partially fault-tolerant approaches.

Jinzhao Sun, Bozhen Zhou, Jue Xu et al. · 4 citations

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