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20102023
most citedBinarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

2.2k citations · 5.9k across the 41 of their papers we have counts for

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Showing 2018Show all

3 papers · 1 filter

cs.LG2018★ 29 cited

Deep Active Learning with a Neural Architecture Search

Yonatan Geifman, Ran El-Yaniv

We consider active learning of deep neural networks. Most active learning works in this context have focused on studying effective querying mechanisms and assumed that an appropria…

cs.LG2018★ 398 cited

Deep Anomaly Detection Using Geometric Transformations

Izhak Golan, Ran El-Yaniv

We consider the problem of anomaly detection in images, and present a new detection technique. Given a sample of images, all known to belong to a "normal" class (e.g., dogs), we sh…

cs.LG2018★ 33 cited

Bias-Reduced Uncertainty Estimation for Deep Neural Classifiers

Yonatan Geifman, Guy Uziel, Ran El-Yaniv

We consider the problem of uncertainty estimation in the context of (non-Bayesian) deep neural classification. In this context, all known methods are based on extracting uncertaint…