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stat.ML2017★ 30 cited
Rotting Bandits
Nir Levine, Koby Crammer, Shie Mannor
The Multi-Armed Bandits (MAB) framework highlights the tension between acquiring new knowledge (Exploration) and leveraging available knowledge (Exploitation). In the classical MAB…
stat.ML2015
Belief Flows of Robust Online Learning
Pedro A. Ortega, Koby Crammer, Daniel D. Lee
This paper introduces a new probabilistic model for online learning which dynamically incorporates information from stochastic gradients of an arbitrary loss function. Similar to p…