306 citations · 2.8k across the 181 of their papers we have counts for
Showing 2010 · cs.LGShow all
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cs.LG2010
Robustness and Generalization
Huan Xu, Shie Mannor
We derive generalization bounds for learning algorithms based on their robustness: the property that if a testing sample is "similar" to a training sample, then the testing error i…
cs.LG2010★ 1 cited
Adaptive Bases for Reinforcement Learning
Dotan Di Castro, Shie Mannor
We consider the problem of reinforcement learning using function approximation, where the approximating basis can change dynamically while interacting with the environment. A motiv…
cs.LG2010★ 74 cited
Learning from Multiple Outlooks
Maayan Harel, Shie Mannor
We propose a novel problem formulation of learning a single task when the data are provided in different feature spaces. Each such space is called an outlook, and is assumed to con…