Executing deep neural networks (DNN) based vision tasks on edge devices encounters
challenging scenarios of significant and continually evolving data domains (eg background …

Foundation models (FMs) such as large language models are becoming the backbone
technology for artificial intelligence systems. It is particularly challenging to deploy multiple …

AI applications powered by deep learning models are increasingly run natively at edge. A
deployed model not only encounters continuously evolving input distributions (domains) but …