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Nagoya University
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Guaranteeing robust feature selection across a range of deployment environments is now possible with safe-DRFS, which eliminates the risk of excluding crucial features due to covariate shift.
GP Thompson Sampling's reliance on probability $\delta$ dooms it to polynomial regret, a stark contrast to GP-UCB's more favorable bounds.