306 citations · 1.5k across the 93 of their papers we have counts for
5 papers · 1 filter
The Stochastic Firefighter Problem
Guy Tennenholtz, Constantine Caramanis, Shie Mannor
The dynamics of infectious diseases spread is crucial in determining their risk and offering ways to contain them. We study sequential vaccination of individuals in networks. In th…
Provable quantum state tomography via non-convex methods
Anastasios Kyrillidis, Amir Kalev, Dohuyng Park +3
With nowadays steadily growing quantum processors, it is required to develop new quantum tomography tools that are tailored for high-dimensional systems. In this work, we describe…
The Cost of Uncertainty in Curing Epidemics
Jessica Hoffmann, Constantine Caramanis
Motivated by the study of controlling (curing) epidemics, we consider the spread of an SI process on a known graph, where we have a limited budget to use to transition infected nod…
Exploiting Latent Attack Semantics for Intelligent Malware Detection
Mkhail Kazdagli, Constantine Caramanis, Sanjay Shakkottai +1
Behavioral malware detectors promise to expose previously unknown malware and are an important security primitive. However, even the best behavioral detectors suffer from high fals…
Statistical inference using SGD
Tianyang Li, Liu Liu, Anastasios Kyrillidis +1
We present a novel method for frequentist statistical inference in -estimation problems, based on stochastic gradient descent (SGD) with a fixed step size: we demonstrate that t…