Intrinsic variation effect in memristive neural network with weight quantization
Sign Up to like & getrecommendations! Published in 2022 at "Nanotechnology"
DOI: 10.1088/1361-6528/ac7651
Abstract: To analyze the effect of the intrinsic variations of the memristor device on the neuromorphic system, we fabricated 32 × 32 Al2O3/TiO x -based memristor crossbar array and implemented 3 bit multilevel conductance as weight… read more here.
Keywords: neural network; network; weight quantization; variation effect ... See more keywords
The Effects of Weight Quantization on Online Federated Learning for the IoT: A Case Study
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3349557
Abstract: Many weight quantization approaches were explored to save the communication bandwidth between the clients and the server in federated learning using high-end computing machines. However, there is a lack of weight quantization research for online… read more here.
Keywords: effects weight; quantization; weight quantization; federated learning ... See more keywords