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20212026
most citedFaster Rates of Convergence to Stationary Points in Differentially Private Optimization

2 citations · 4 across the 9 of their papers we have counts for

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cs.LG2024

Private Algorithms for Stochastic Saddle Points and Variational Inequalities: Beyond Euclidean Geometry

Raef Bassily, Cristóbal Guzmán, Michael Menart

In this work, we conduct a systematic study of stochastic saddle point problems (SSP) and stochastic variational inequalities (SVI) under the constraint of -differential pri…

cs.LG2024

Public-data Assisted Private Stochastic Optimization: Power and Limitations

Enayat Ullah, Michael Menart, Raef Bassily +2

We study the limits and capability of public-data assisted differentially private (PA-DP) algorithms. Specifically, we focus on the problem of stochastic convex optimization (SCO)…