99 citations · 260 across the 15 of their papers we have counts for
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cs.CV2019★ 5 cited
A Pre-defined Sparse Kernel Based Convolution for Deep CNNs
Souvik Kundu, Saurav Prakash, Haleh Akrami +2
The high demand for computational and storage resources severely impede the deployment of deep convolutional neural networks (CNNs) in limited-resource devices. Recent CNN architec…
stat.ML2019★ 18 cited
CodedReduce: A Fast and Robust Framework for Gradient Aggregation in Distributed Learning
Amirhossein Reisizadeh, Saurav Prakash, Ramtin Pedarsani +1
We focus on the commonly used synchronous Gradient Descent paradigm for large-scale distributed learning, for which there has been a growing interest to develop efficient and robus…