
Differentially Private Stochastic Optimization: New Results in Convex and NonConvex Settings
We study differentially private stochastic optimization in convex and no...
read it

NonEuclidean Differentially Private Stochastic Convex Optimization
Differentially private (DP) stochastic convex optimization (SCO) is a fu...
read it

Learning from Mixtures of Private and Public Populations
We initiate the study of a new model of supervised learning under privac...
read it

Stability of Stochastic Gradient Descent on Nonsmooth Convex Losses
Uniform stability is a notion of algorithmic stability that bounds the w...
read it

Private Query Release Assisted by Public Data
We study the problem of differentially private query release assisted by...
read it

Limits of Private Learning with Access to Public Data
We consider learning problems where the training set consists of two typ...
read it

Private Stochastic Convex Optimization with Optimal Rates
We study differentially private (DP) algorithms for stochastic convex op...
read it

Privately Answering Classification Queries in the Agnostic PAC Model
We revisit the problem of differentially private release of classificati...
read it

On exponential convergence of SGD in nonconvex overparametrized learning
Large overparametrized models learned via stochastic gradient descent (...
read it

Linear Queries Estimation with Local Differential Privacy
We study the problem of estimating a set of d linear queries with respec...
read it

ModelAgnostic Private Learning via Stability
We design differentially private learning algorithms that are agnostic t...
read it

The Power of Interpolation: Understanding the Effectiveness of SGD in Modern Overparametrized Learning
Stochastic Gradient Descent (SGD) with small minibatch is a key compone...
read it

Learners that Leak Little Information
We study learning algorithms that are restricted to revealing little inf...
read it

Differentially Private Empirical Risk Minimization: Efficient Algorithms and Tight Error Bounds
In this paper, we initiate a systematic investigation of differentially ...
read it
Raef Bassily
is this you? claim profile