50 citations · 275 across the 56 of their papers we have counts for
3 papers · 1 filter
Gen-Oja: A Two-time-scale approach for Streaming CCA
Kush Bhatia, Aldo Pacchiano, Nicolas Flammarion +2
In this paper, we study the problems of principal Generalized Eigenvector computation and Canonical Correlation Analysis in the stochastic setting. We propose a simple and efficien…
Online learning with kernel losses
Aldo Pacchiano, Niladri S. Chatterji, Peter L. Bartlett
We present a generalization of the adversarial linear bandits framework, where the underlying losses are kernel functions (with an associated reproducing kernel Hilbert space) rath…
Reinforcement Learning with Wasserstein Distance Regularisation, with Applications to Multipolicy Learning
Mohammed Amin Abdullah, Aldo Pacchiano, Moez Draief
We describe an application of Wasserstein distance to Reinforcement Learning. The Wasserstein distance in question is between the distribution of mappings of trajectories of a poli…