1.1k citations · 1.1k across the 3 of their papers we have counts for
3 papers
On User-Level Private Convex Optimization
Badih Ghazi, Pritish Kamath, Ravi Kumar +3
We introduce a new mechanism for stochastic convex optimization (SCO) with user-level differential privacy guarantees. The convergence rates of this mechanism are similar to those…
Understanding deep learning requires rethinking generalization
Chiyuan Zhang, Samy Bengio, Moritz Hardt +2
Despite their massive size, successful deep artificial neural networks can exhibit a remarkably small difference between training and test performance. Conventional wisdom attribut…
Learning An Invariant Speech Representation
Georgios Evangelopoulos, Stephen Voinea, Chiyuan Zhang +2
Recognition of speech, and in particular the ability to generalize and learn from small sets of labelled examples like humans do, depends on an appropriate representation of the ac…