1 code implementation • 1 Jul 2022 • Ron Amit, Baruch Epstein, Shay Moran, Ron Meir
We present a PAC-Bayes-style generalization bound which enables the replacement of the KL-divergence with a variety of Integral Probability Metrics (IPM).
no code implementations • 4 Feb 2019 • Baruch Epstein, Ron Meir
Autoencoders are widely used for unsupervised learning and as a regularization scheme in semi-supervised learning.
no code implementations • ICLR 2018 • Baruch Epstein, Ron Meir, Tomer Michaeli
Ideally one would like to allow both the data for the current task and for previous related tasks to self-organize the learning system in such a way that commonalities and differences between the tasks are learned in a data-driven fashion.