no code implementations • 27 Mar 2020 • Mustafa Ali, Akhilesh Jaiswal, Sangamesh Kodge, Amogh Agrawal, Indranil Chakraborty, Kaushik Roy
`In-memory computing' is being widely explored as a novel computing paradigm to mitigate the well known memory bottleneck.
no code implementations • 29 Jun 2019 • Amogh Agrawal, Chankyu Lee, Kaushik Roy
We rank the DNN weights and kernels based on a sensitivity analysis, and re-arrange the columns such that the most sensitive kernels are mapped closer to the drivers, thereby minimizing the impact of errors on the overall accuracy.
Emerging Technologies
no code implementations • 1 Jul 2018 • Amogh Agrawal, Akhilesh Jaiswal, Deboleena Roy, Bing Han, Gopalakrishnan Srinivasan, Aayush Ankit, Kaushik Roy
In this paper, we demonstrate how deep binary networks can be accelerated in modified von-Neumann machines by enabling binary convolutions within the SRAM array.
Emerging Technologies
no code implementations • 19 May 2017 • Akhilesh Jaiswal, Amogh Agrawal, Priyadarshini Panda, Kaushik Roy
The basic building blocks of such neuromorphic systems are neurons and synapses.