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Author

Hong-Ru Zhang

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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

High-dimensional simulation of multivariate extremes is fundamentally limited by the combinatorial complexity of dependence, often more than by the scarcity of extreme observations. We show that symmetry admits a lossless orbit-space representation that preserves structured extreme dependence while replacing an exponen...

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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