Our regret bound generalizes that of GP-UCB [38] which always selects all variables, aswellasthatofDropout [21]whichselectsdvariables randomly ineachiteration.

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Is surprise box-office hit Iron Lung the future of'video game films'? The YouTube gaming star's weird and divisive adaptation of his obscure horror film is a game within a film about a game - and hints at new directions for storytelling Don't get Pushing Buttons delivered to your inbox? S omething weird struck me early on while watching the movie Iron Lung, which has so far taken $32m at the box office, despite being a grungy low-budget sci-fi thriller adapted from an independent video game few people outside of the horror gaming community have even heard of. Set after a galactic apocalypse, it follows a convict who must buy his freedom by piloting a rusty submarine through an ocean of human blood on a distant planet. Ostensibly, he's looking for relics that may prove vital for scientific research, but what he finds is much more ghastly.

SAM aims to find a perturbed model within the vicinity of a current model that maximizes the loss over a training set.

In this problem, the learner is given observational data - a set of examples selected according to some policy along with their labels - as well as access to the policy that selects the examples, and the goal is to construct a classifier with high performance on an entire population, notjusttheobservational data distribution.

Neural Information Processing Systems http://nips.cc/

This paper develops a new class of nonconvex regularizers for low-rank matrix recovery.