notesum.ai

Published at December 4

BinSparX: Sparsified Binary Neural Networks for Reduced Hardware Non-Idealities in Xbar Arrays

cs.AR

Released Date: December 4, 2024

Authors: Akul Malhotra¹, Sumeet Kumar Gupta¹

Aff.: ¹Purdue University West Lafayette, Indiana, USA

Arxiv: http://arxiv.org/pdf/2412.03553v1

Refer to caption

Memory	Energy	Latency		Area
Memory	Energy	8 ADCs	64 ADCs	8 ADCs	64 ADCs
8T-SRAM	-9.0%	-8.8%	14.8%	4.9%	3.4%
1T-1ReRAM	-9.4%	-9.7%	16.3%	6.0%	3.6%