1 citations · 2 across the 5 of their papers we have counts for
5 papers
Optimal Universal Quantum Encoding for Statistical Inference
Farhad Farokhi
Optimal encoding of classical data for statistical inference using quantum computing is investigated. A universal encoder is sought that is optimal for a wide array of statistical…
Measuring Quantum Information Leakage Under Detection Threat
Farhad Farokhi, Sejeong Kim
Gentle quantum leakage is proposed as a measure of information leakage to arbitrary eavesdroppers that aim to avoid detection. Gentle (also sometimes referred to as weak or non-dem…
Barycentric and Pairwise Renyi Quantum Leakage
Farhad Farokhi
Barycentric and pairwise quantum Renyi leakages are proposed as two measures of information leakage for privacy and security analysis in quantum computing and communication systems…
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…
Privacy Against Hypothesis-Testing Adversaries for Quantum Computing
Farhad Farokhi
A novel definition for data privacy in quantum computing based on quantum hypothesis testing is presented in this paper. The parameters in this privacy notion possess an operationa…