33 citations · 100 across the 9 of their papers we have counts for
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cs.LG2018★ 3 cited
Learning to Route Efficiently with End-to-End Feedback: The Value of Networked Structure
Ruihao Zhu, Eytan Modiano
We introduce efficient algorithms which achieve nearly optimal regrets for the problem of stochastic online shortest path routing with end-to-end feedback. The setting is a natural…
cs.LG2018
Learning to Optimize under Non-Stationarity
Wang Chi Cheung, David Simchi-Levi, Ruihao Zhu
We introduce algorithms that achieve state-of-the-art \emph{dynamic regret} bounds for non-stationary linear stochastic bandit setting. It captures natural applications such as dyn…