Search Results for author: Naveen Verma

Found 2 papers, 0 papers with code

Neural Network Training on In-memory-computing Hardware with Radix-4 Gradients

no code implementations9 Mar 2022 Christopher Grimm, Naveen Verma

Deep learning training involves a large number of operations, which are dominated by high dimensionality Matrix-Vector Multiplies (MVMs).

Quantization

A Microprocessor implemented in 65nm CMOS with Configurable and Bit-scalable Accelerator for Programmable In-memory Computing

no code implementations9 Nov 2018 Hongyang Jia, Yinqi Tang, Hossein Valavi, Jintao Zhang, Naveen Verma

Chip measurements show an energy efficiency of 152/297 1b-TOPS/W and throughput of 4. 7/1. 9 1b-TOPS (scaling linearly with the matrix/input-vector element precisions) at VDD of 1. 2/0. 85V.

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