94 citations · 301 across the 30 of their papers we have counts for
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Interaction Hard Thresholding: Consistent Sparse Quadratic Regression in Sub-quadratic Time and Space
Shuo Yang, Yanyao Shen, Sujay Sanghavi
Quadratic regression involves modeling the response as a (generalized) linear function of not only the features but also of quadratic terms . The inclusio…
Learning Distributions Generated by One-Layer ReLU Networks
Shanshan Wu, Alexandros G. Dimakis, Sujay Sanghavi
We consider the problem of estimating the parameters of a -dimensional rectified Gaussian distribution from i.i.d. samples. A rectified Gaussian distribution is defined by passi…
Blocking Bandits
Soumya Basu, Rajat Sen, Sujay Sanghavi +1
We consider a novel stochastic multi-armed bandit setting, where playing an arm makes it unavailable for a fixed number of time slots thereafter. This models situations where reusi…
PruneTrain: Fast Neural Network Training by Dynamic Sparse Model Reconfiguration
Sangkug Lym, Esha Choukse, Siavash Zangeneh +3
State-of-the-art convolutional neural networks (CNNs) used in vision applications have large models with numerous weights. Training these models is very compute- and memory-resourc…