360 citations · 398 across the 9 of their papers we have counts for
Showing 2014Show all
2 papers · 1 filter
stat.ML2014★ 360 cited
Learning with Pseudo-Ensembles
Philip Bachman, Ouais Alsharif, Doina Precup
We formalize the notion of a pseudo-ensemble, a (possibly infinite) collection of child models spawned from a parent model by perturbing it according to some noise process. E.g., d…
cs.LG2014★ 3 cited
Practical Kernel-Based Reinforcement Learning
André M. S. Barreto, Doina Precup, Joelle Pineau
Kernel-based reinforcement learning (KBRL) stands out among reinforcement learning algorithms for its strong theoretical guarantees. By casting the learning problem as a local kern…