315 citations · 790 across the 31 of their papers we have counts for
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cs.LG2017★ 120 cited
The Power of Interpolation: Understanding the Effectiveness of SGD in Modern Over-parametrized Learning
Siyuan Ma, Raef Bassily, Mikhail Belkin
In this paper we aim to formally explain the phenomenon of fast convergence of SGD observed in modern machine learning. The key observation is that most modern learning architectur…
cs.LG2017★ 42 cited
Learners that Use Little Information
Raef Bassily, Shay Moran, Ido Nachum +2
We study learning algorithms that are restricted to using a small amount of information from their input sample. We introduce a category of learning algorithms we term -bit info…