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Author

Jun-Kai Wang

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Preprint Oct 2026

Post-Selection-Free Quantum Automated Learning

Quantum automated learning (QAL) trains quantum models by directly updating quantum states, offering an approach to quantum machine learning that avoids optimizing variational circuit parameters. However, post-selection constrains the probability of obtaining the final learned model. We develop a post-selection-free QA...

Jun-Kai Wang, Jin-Peng Liu · 0 citations
Sep 2026

Licochalcone D accelerates cutaneous wound healing with improved perfusion and antioxidant responses.

Impaired local perfusion, excessive oxidative stress, persistent inflammation, and apoptosis can compromise cutaneous wound healing. Licochalcone D (LCD), a licorice-derived flavonoid, has antioxidant and anti-inflammatory properties, but its effects on cutaneous repair remain incompletely characterized. This study eva...

Yun-Mian Liu, Ye-Kai Zhang, Jun-Kai Wang · 0 citations
Preprint Sep 2026

Accelerating Quantum Dense-Output Simulation through Locality

Estimating time-accumulated observables, or dense outputs, is central to extracting classical information from quantum simulations. Whereas most quantum-simulation algorithms aim to reproduce a final state or a single-time expectation value, many applications require the integrated signal $J_H(O)=\int_0^T \langle \psi(...

Songqinghao Yang, Chang Liu, Jun-Kai Wang et al. · 0 citations

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