34 citations · 228 across the 36 of their papers we have counts for
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cs.LG2023★ 3 cited
Information Leakage from Data Updates in Machine Learning Models
Tian Hui, Farhad Farokhi, Olga Ohrimenko
In this paper we consider the setting where machine learning models are retrained on updated datasets in order to incorporate the most up-to-date information or reflect distributio…
math.OC2023★ 1 cited
Distributionally Time-Varying Online Stochastic Optimization under Polyak-Łojasiewicz Condition with Application in Conditional Value-at-Risk Statistical Learning
Yuen-Man Pun, Farhad Farokhi, Iman Shames
In this work, we consider a sequence of stochastic optimization problems following a time-varying distribution via the lens of online optimization. Assuming that the loss function…