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Preprint Oct 2026

An efficient variational polaron master equation for non-Markovian spin-boson dynamics: Transformed initial states and general observables

We investigate the effects of initial states on the dynamics of a quantum spin-boson model using an efficient variational polaron master equation approach. The transformation of a factorized system-environment initial state into the variational polaron frame introduces inhomogeneous terms in the master equation, essent...

Chien-Chang Chen, Hsi-Sheng Goan · 0 citations
Preprint Aug 2026

Hybrid Quantum-inspired Kolmogorov-Arnold Networks for Privacy-Aware Federated Biosignal Learning

Electrocardiogram (ECG) recordings are sensitive biomedical data, limiting the ability of hospitals and wearable devices to share raw signals for centralized model training. Federated learning addresses this practical privacy constraint by enabling collaborative model training while keeping raw biosignal data at their...

Chun-Hua Lin, Samuel Yen-Chi Chen, Yu-Chao Hsu et al. · 0 citations

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