Author

Ying Chen

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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

#machine learning Preprint Aug 2026

When Similarity Is Interaction-Driven: Quantum Kernels for Regime-Sensitive Learning

A thin-slab interaction model and an interaction-driven quantum kernel constructed from entangled Pauli-string feature maps that achieves the highest mean accuracy and F1 on Credit Card Fraud Detection and ranks second on IEEE-CIS Fraud Detection.

Hanqiu Peng, Jian-Long Lu, Ying Chen · 0 citations