3 papers
quant-ph2026
Conditional Quantum Flow Matching for Data-Scarce Physiological Signal Augmentation
Chi-Sheng Chen, Samuel Yen-Chi Chen
Generative augmentation is a standard remedy for label scarcity in physiological signal classification, but existing quantum generative models start from uninformative noise, ignor…
quant-ph2025
Q-DPTS: Quantum Differentially Private Time Series Forecasting via Variational Quantum Circuits
Chi-Sheng Chen, Samuel Yen-Chi Chen
Time series forecasting is vital in domains where data sensitivity is paramount, such as finance and energy systems. While Differential Privacy (DP) provides theoretical guarantees…
quant-ph2025
Benchmarking Quantum and Classical Sequential Models for Urban Telecommunication Forecasting
Chi-Sheng Chen, Samuel Yen-Chi Chen, Yun-Cheng Tsai
In this study, we evaluate the performance of classical and quantum-inspired sequential models in forecasting univariate time series of incoming SMS activity (SMS-in) using the Mil…