Opening Session
9:20 - 9:25 Introduction
9:30 - 10:25 Invited Talk: Shai Ben-David, University of Waterloo, Canada
Title: Towards Theoretical Understanding of Domain Adaptation Learning
10:30 - 10:55 Coffee break
11:00 - 11:25 Robustness and Generalizability for Markovian Samples
Huan Xu, Shie Mannor, and Constantine Caramanis
11:30 - 11:55 Adaptation of Stepsize Parameter for Non-Stationary Environments by Recursive Exponential Moving Average
Itsuki Noda
12:00 - 13:55 Lunch
14:00 - 14:55 Second Invited Talk: Nicolas Vayatis, ENS Cachan, France
Title: Empirical risk minimization with statistics of higher order with examples from bipartite ranking
15:00 - 15:25 Coffee break
15:30 - 15:55 Hybrid Stochastic-Adversarial On-line Learning
Alessandro Lazaric and Rémi Munos
16:00 - 16:20 Nonparametric ICA for Nonstationary Instantaneous Mixtures
Nima Reyhani and Peter Bickel
16:25 - 16:45 Discussion - closing remarks