AbstractDespite substantial progress in deep learning approaches to time-series reconstruction, no existing methods are designed uncover local activities with minute signal strength due their negligible contribution the optimization loss. Such however can signify important abnormal events physiological systems, such as an extra foci triggering propagation of electrical waves heart. We discuss a...