40 citations · 97 across the 16 of their papers we have counts for
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cs.LG2019
Online Optimization with Predictions and Non-convex Losses
Yiheng Lin, Gautam Goel, Adam Wierman
We study online optimization in a setting where an online learner seeks to optimize a per-round hitting cost, which may be non-convex, while incurring a movement cost when changing…
cs.LG2019★ 40 cited
Beyond Online Balanced Descent: An Optimal Algorithm for Smoothed Online Optimization
Gautam Goel, Yiheng Lin, Haoyuan Sun +1
We study online convex optimization in a setting where the learner seeks to minimize the sum of a per-round hitting cost and a movement cost which is incurred when changing decisio…