266 citations · 1k across the 38 of their papers we have counts for
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stat.ML2015★ 29 cited
Information-Theoretic Bounded Rationality
Pedro A. Ortega, Daniel A. Braun, Justin Dyer +2
Bounded rationality, that is, decision-making and planning under resource limitations, is widely regarded as an important open problem in artificial intelligence, reinforcement lea…
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…