15 citations · 38 across the 17 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★ 15 cited
Robust Variational Autoencoder
Haleh Akrami, Anand A. Joshi, Jian Li +2
Machine learning methods often need a large amount of labeled training data. Since the training data is assumed to be the ground truth, outliers can severely degrade learned repres…