2 papers
cs.LG2024
Learning minimal volume uncertainty ellipsoids
Itai Alon, David Arnon, Ami Wiesel
We consider the problem of learning uncertainty regions for parameter estimation problems. The regions are ellipsoids that minimize the average volumes subject to a prescribed cove…
cs.LG2021
On the Optimization Landscape of Maximum Mean Discrepancy
Itai Alon, Amir Globerson, Ami Wiesel
Generative models have been successfully used for generating realistic signals. Because the likelihood function is typically intractable in most of these models, the common practic…