125 citations · 346 across the 41 of their papers we have counts for
Showing 2017Show all
2 papers · 1 filter
cs.LG2017★ 36 cited
SGD Learns Over-parameterized Networks that Provably Generalize on Linearly Separable Data
Alon Brutzkus, Amir Globerson, Eran Malach +1
Neural networks exhibit good generalization behavior in the over-parameterized regime, where the number of network parameters exceeds the number of observations. Nonetheless, curre…
cs.LG2017★ 125 cited
Decoupling "when to update" from "how to update"
Eran Malach, Shai Shalev-Shwartz
Deep learning requires data. A useful approach to obtain data is to be creative and mine data from various sources, that were created for different purposes. Unfortunately, this ap…