11 citations · 43 across the 15 of their papers we have counts for
3 papers · 1 filter
Relevant-features based Auxiliary Cells for Energy Efficient Detection of Natural Errors
Sai Aparna Aketi, Priyadarshini Panda, Kaushik Roy
Deep neural networks have demonstrated state-of-the-art performance on many classification tasks. However, they have no inherent capability to recognize when their predictions are…
Gradual Channel Pruning while Training using Feature Relevance Scores for Convolutional Neural Networks
Sai Aparna Aketi, Sourjya Roy, Anand Raghunathan +1
The enormous inference cost of deep neural networks can be scaled down by network compression. Pruning is one of the predominant approaches used for deep network compression. Howev…
SERAD: Soft Error Resilient Asynchronous Design using a Bundled Data Protocol
Sai Aparna Aketi, Smriti Gupta, Huimei Cheng +2
The risk of soft errors due to radiation continues to be a significant challenge for engineers trying to build systems that can handle harsh environments. Building systems that are…