activity
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 2014Show all

2 papers · 1 filter

cs.LG2014★ 3 cited

A Compression Technique for Analyzing Disagreement-Based Active Learning

Yair Wiener, Steve Hanneke, Ran El-Yaniv

We introduce a new and improved characterization of the label complexity of disagreement-based active learning, in which the leading quantity is the version space compression set s…

cs.LG2014★ 39 cited

Transductive Rademacher Complexity and its Applications

Ran El-Yaniv, Dmitry Pechyony

We develop a technique for deriving data-dependent error bounds for transductive learning algorithms based on transductive Rademacher complexity. Our technique is based on a novel…