Author

Jian-Long Lu

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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 Aug 2026

Operational quantum estimation theory for neutrino oscillations: identifiability, attainability, and spectral precision bounds

Quantum Fisher information (QFI) bounds state-encoded precision before measurement choice but does not establish identifiability, joint attainability, or detector sensitivity. We develop an operational framework for three-flavor oscillations that separates state, measurement, and reconstructed-event information. At fix...

Jian-Long Lu · 1 citation

#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