no code implementations • 9 Jul 2023 • Jianqiao Mo, Karthik Garimella, Negar Neda, Austin Ebel, Brandon Reagen
The characterization motivates the need for both GCs and HE accelerators.
2 code implementations • 26 Jul 2021 • Karthik Garimella, Nandan Kumar Jha, Brandon Reagen
In this work, we ask: Is it feasible to substitute all ReLUs with low-degree polynomial activation functions for building deep, privacy-friendly neural networks?
2 code implementations • 2 Oct 2019 • Adith Boloor, Karthik Garimella, Xin He, Christopher Gill, Yevgeniy Vorobeychik, Xuan Zhang
One such example is autonomous driving, which often relies on deep learning for perception.