Rafeef Garbi

BoosterNet: Improving Domain Generalization of Deep Neural Nets Using Culpability-Ranked Features

Deep learning (DL) models trained to minimize empirical risk on a single domain often fail to generalize when applied to other domains. Model failures due to poor generalizability are quite common in practice and may prove quite perilous in mission-critical applications, e.g., diagnostic imaging whe…