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Author

Hong-Ru Zhang

3 papers indexed here

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Preprint Sep 2026

Beyond Hardware: Adaptive Algorithmic Control by State-Proxy Equalization

Recent advances in quantum computing have been driven primarily by improvements in hardware. Here we show that substantial gains can instead arise from how finite computational resources are allocated throughout a quantum computation. We introduce Adaptive Algorithmic Control (A2C), a software paradigm founded on a Sta...

Jian-Long Lu, Hong-Ru Zhang, Thorsten Koch et al. · 0 citations
Preprint Sep 2026

Q-Edge: Symmetry-Reduced Quantum Simulation of Structured Extreme Dependence

Q-Edge is developed, a symmetry-reduced quantum framework that operates directly in orbit space, enabling scalable simulation and digital twins of structured extreme systems and unconstrained quantum generative models to exploit dramatically reduced state spaces.

Hong-Ru Zhang, Paolo Recchia, Ying Chen · 0 citations
#graph neural networks Conference Aug 2026

High-dimensional dynamic coupled graph spectral physics-informed neural network for power system prediction

A novel framework termed as High-Dimensional Dynamic coupled Graph Spectral Physics-Informed Neural Network (HDGSPINN), which introduces a Spatiotemporal Graph Spectral Attention (STGSA) mechanism to capture complex spatiotemporal dependencies.

Shuai Gao, Fei Ren, Zhi Ding et al. · 0 citations

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