A Kronecker-factorized intrinsic Matérn kernel renders GP-UCB tractable on RIS spaces with up to 10^90 configurations while an online marginal-likelihood adaptive window controller matches hand-tuned performance across speeds without per-deployment calibration.
X-armed bandits
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A new algorithm for the incomplete-information game of coding learns adversary preferences through repeated interactions and achieves sublinear cumulative regret by focusing search on promising acceptance rules.
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Geometry-Aware Multi-Armed Bandits for Antenna Beam Selection on Spheres, Tori, $\SO(3)$, and Reconfigurable Intelligent Surfaces
A Kronecker-factorized intrinsic Matérn kernel renders GP-UCB tractable on RIS spaces with up to 10^90 configurations while an online marginal-likelihood adaptive window controller matches hand-tuned performance across speeds without per-deployment calibration.
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Learning from Acceptance: Cumulative Regret in the Game of Coding
A new algorithm for the incomplete-information game of coding learns adversary preferences through repeated interactions and achieves sublinear cumulative regret by focusing search on promising acceptance rules.