201 citations · 693 across the 61 of their papers we have counts for
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The Generalized Lasso for Sub-gaussian Measurements with Dithered Quantization
Christos Thrampoulidis, Ankit Singh Rawat
In the problem of structured signal recovery from high-dimensional linear observations, it is commonly assumed that full-precision measurements are available. Under this assumption…
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…
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…