40 citations · 97 across the 16 of their papers we have counts for
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cs.LG2018★ 1 cited
Smoothed Online Optimization for Regression and Control
Gautam Goel, Adam Wierman
We consider Online Convex Optimization (OCO) in the setting where the costs are -strongly convex and the online learner pays a switching cost for changing decisions between roun…
cs.LG2018★ 22 cited
Smoothed Online Convex Optimization in High Dimensions via Online Balanced Descent
Niangjun Chen, Gautam Goel, Adam Wierman
We study Smoothed Online Convex Optimization, a version of online convex optimization where the learner incurs a penalty for changing her actions between rounds. Given a $Ω(\sqrt{d…