12 citations · 14 across the 12 of their papers we have counts for
3 papers · 1 filter
Private Adaptive Gradient Methods for Convex Optimization
Hilal Asi, John Duchi, Alireza Fallah +2
We study adaptive methods for differentially private convex optimization, proposing and analyzing differentially private variants of a Stochastic Gradient Descent (SGD) algorithm w…
A Wasserstein Minimax Framework for Mixed Linear Regression
Theo Diamandis, Yonina C. Eldar, Alireza Fallah +2
Multi-modal distributions are commonly used to model clustered data in statistical learning tasks. In this paper, we consider the Mixed Linear Regression (MLR) problem. We propose…
Optimal adaptive testing for epidemic control: combining molecular and serology tests
D. Acemoglu, A. Fallah, A. Giometto +4
The COVID-19 crisis highlighted the importance of non-medical interventions, such as testing and isolation of infected individuals, in the control of epidemics. Here, we show how t…