EdgeAI refers to the ability to run various AI applications directly on edge devices, hence minimizing or even eliminating the need to rely on the cloud. Given its huge potential to enable new opportunities for various IoT applications (e.g., image classification, object detection, autonomous driving, language processing, etc.), edge computing/IoT is currently one of the hottest research areas. Our research is primarily focused on developing new energy-aware machine learning techniques and hardware prototypes that leverage the network and the system characteristics to enable edge/IoT computing.
In: arXiv preprint arXiv:2008.10805, 2020.
In: arXiv preprint arXiv:1905.07072, 2019.
In: ACM Transactions on Embedded Computing Systems (TECS), 18 (5s), pp. 1–22, 2019.
In: 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), pp. 158–163, IEEE 2019.
EdgeAI: A Vision for Deep Learning in IoT Era Journal Article
In: IEEE Design & Test, 2019.