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Efficient Linear Bandits via Cluster-Aware Sketching

Yang, Hantao et al.
arXiv (All) · Papers
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machine-learning
We study the problem of computational efficiency for linear bandits in high-dimensional settings with a finite arm set. In linear bandits, the increase in the dimension $d$ of the feature vectors leads to growing computational costs of $O(d^2)$ at each round of update. Traditional sketching-based me
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