Energy-Efficient ReRAM-Based ML Training via Mixed Pruning and Reconfigurable ADC

Author:

Ogbogu Chukwufumnanya1,Soumen Mohapatra1,Joardar Biresh Kumar2,Doppa Janardhan Rao1,Heo Deuk1,Chakrabarty Krishnendu3,Pande Partha Pratim1

Affiliation:

1. School of EECS Washington State University,Pullman,WA,USA

2. University of Houston,Houston,TX,USA

3. Arizona State University,Tempe,AZ,USA

Funder

US National Science Foundation (NSF)

Publisher

IEEE

Reference19 articles.

1. The lottery ticket hypothesis: Finding sparse, trainable neural networks;frankle;ICLRE,2019

2. SAMBA: Sparsity Aware In-Memory Computing Based Machine Learning Accelerator

3. Dropout: A simple way to prevent neural networks from overfitting;srivastava;JMLR,2014

4. One ticket to win them all: Generalizing lottery ticket initializations across datasets and optimizers;morcos;NeurIPS,2019

5. InfoX

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