Efficient Model Adaptation for Continual Learning at the Edge

no code implementations • 3 Aug 2023 • Zachary A. Daniels, Jun Hu, Michael Lomnitz, Phil Miller, Aswin Raghavan, Joe Zhang, Michael Piacentino, David Zhang

This paper presents the Encoder-Adaptor-Reconfigurator (EAR) framework for efficient continual learning under domain shifts.

Continual Learning Domain Adaptation +1

MHDeep: Mental Health Disorder Detection System based on Body-Area and Deep Neural Networks

no code implementations • 20 Feb 2021 • Shayan Hassantabar, Joe Zhang, Hongxu Yin, Niraj K. Jha

At the patient level, MHDeep DNNs achieve an accuracy of 100%, 100%, and 90. 0% for the three mental health disorders, respectively.

Synthetic Data Generation