Real-world decision-making often requires reasoning about when an event will occur. The overarching goal of such reasoning is to help aid decision-making for optimal triage and subsequent intervention. Such problems involving estimation of Times-to-an-Event frequently arise across multiple application areas, including, Healthcare and Bio-informatics: More commonly known as ‘Survival Analysis‘ involves prognostication of an adverse physiological event like a stroke, the onset of cancer, re-hospitalization, and mortality. Time-to-event or survival analysis can be used to proactively mitigate adverse…