Anthony Cioppa

Online Distillation with Continual Learning for Cyclic Domain Shifts

2023

In recent years, online distillation has emerged as a powerful technique for adapting real-time deep neural networks on the fly using a slow, but accurate teacher model. However, a major challenge in online distillation is …

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers

2024 · arXiv (Cornell University)

Properly understanding the performances of classifiers is essential in various scenarios. However, the literature often relies only on one or two standard scores to compare classifiers, which fails to capture the nuances of application-specific requirements. …