23 citations · 85 across the 22 of their papers we have counts for
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cs.DS2018★ 11 cited
Learning Two Layer Rectified Neural Networks in Polynomial Time
Ainesh Bakshi, Rajesh Jayaram, David P. Woodruff
Consider the following fundamental learning problem: given input examples and their vector-valued labels, as defined by an underlying generative neural network…
cs.DS2018
Perfect Sampling in a Data Stream
Rajesh Jayaram, David P. Woodruff
In this paper, we resolve the one-pass space complexity of sampling for . Given a stream of updates (insertions and deletions) to the coordinates of an underlyin…
cs.DS2018
Data Streams with Bounded Deletions
Rajesh Jayaram, David P. Woodruff
Two prevalent models in the data stream literature are the insertion-only and turnstile models. Unfortunately, many important streaming problems require a multiplicati…