201 citations · 693 across the 61 of their papers we have counts for
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stat.ML2018★ 32 cited
Robust Gradient Descent via Moment Encoding with LDPC Codes
Raj Kumar Maity, Ankit Singh Rawat, Arya Mazumdar
This paper considers the problem of implementing large-scale gradient descent algorithms in a distributed computing setting in the presence of {\em straggling} processors. To mitig…
stat.ML2018★ 3 cited
Representation Learning and Recovery in the ReLU Model
Arya Mazumdar, Ankit Singh Rawat
Rectified linear units, or ReLUs, have become the preferred activation function for artificial neural networks. In this paper we consider two basic learning problems assuming that…