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10/08/2020
Deep Learning Meets Projective Clustering
A common approach for compressing NLP networks is to encode the embeddin...
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02/15/2020
Sparse Coresets for SVD on Infinite Streams
In streaming Singular Value Decomposition (SVD), d-dimensional rows of a...
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11/18/2019
Provable Filter Pruning for Efficient Neural Networks
We present a provable, sampling-based approach for generating compact Co...
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07/17/2019
Improved Algorithms for Time Decay Streams
In the time-decay model for data streams, elements of an underlying data...
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05/01/2018
Nearly Optimal Distinct Elements and Heavy Hitters on Sliding Windows
We study the distinct elements and ℓ_p-heavy hitters problems in the sli...
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12/12/2017
Approximate Convex Hull of Data Streams
Given a finite set of points P ⊆R^d, we would like to find a small subse...
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11/26/2017