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An $Ω(T^{3/4})$ lower bound for projection-free online learning with linear minimization oracles

Weibel, Julien et al.
arXiv (All) · Papers
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machine-learning
This work considers projection-free online learning algorithms with linear minimization oracles for handling the decision set. For Online Frank--Wolfe (OFW), regret upper bounds were already known for specific OFW tunings [Hazan and Kale, 2012, Hazan, 2016] which scaled as $T^{3/4}$ (where $T$ is th
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