Diachronic Sample Integration: Robust Tail-Risk Estimation with Generative Models

Shuning Zhao, Patrick Wong, Leran Zhang +1

Deep generative models are increasingly used as simulators for downstream decision-making under data scarcity, but in risk-sensitive applications their usefulness depends on rare a…