114 citations · 379 across the 34 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
stat.ML2020
Mutual Information Constraints for Monte-Carlo Objectives
Gábor Melis, András György, Phil Blunsom
A common failure mode of density models trained as variational autoencoders is to model the data without relying on their latent variables, rendering these variables useless. Two c…
cs.LG2020★ 4 cited
Adapting to Delays and Data in Adversarial Multi-Armed Bandits
András György, Pooria Joulani
We consider the adversarial multi-armed bandit problem under delayed feedback. We analyze variants of the Exp3 algorithm that tune their step-size using only information (about the…
math.OC2020★ 8 cited
Mirror Descent and the Information Ratio
Tor Lattimore, András György
We establish a connection between the stability of mirror descent and the information ratio by Russo and Van Roy [2014]. Our analysis shows that mirror descent with suitable loss e…