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Kunal Talwar
Computational Separations between Sampling and Optimization
Kunal Talwar
Neural Information Processing Systems http://nips.cc/
Private Stochastic Convex Optimization with Optimal Rates
Raef Bassily, Vitaly Feldman, Kunal Talwar, Abhradeep Guha Thakurta
Neural Information Processing Systems http://nips.cc/
Private Stochastic Convex Optimization with Optimal Rates
Raef Bassily, Vitaly Feldman, Kunal Talwar, Abhradeep Guha Thakurta
We study differentially private (DP) algorithms for stochastic convex optimization (SCO). In this problem the goal is to approximately minimize the population loss given i.i.d.