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Jonathan Scarlett

Communication-Constrained Bandits under Additive Gaussian Noise

Apr 25, 2023
Prathamesh Mayekar, Jonathan Scarlett, Vincent Y. F. Tan

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Regret Bounds for Noise-Free Cascaded Kernelized Bandits

Nov 10, 2022
Zihan Li, Jonathan Scarlett

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* 35 pages, 8 figures, preprint

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Benefits of Monotonicity in Safe Exploration with Gaussian Processes

Nov 03, 2022
Arpan Losalka, Jonathan Scarlett

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Max-Quantile Grouped Infinite-Arm Bandits

Oct 04, 2022
Ivan Lau, Yan Hao Ling, Mayank Shrivastava, Jonathan Scarlett

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Generative Principal Component Analysis

Mar 18, 2022
Zhaoqiang Liu, Jiulong Liu, Subhroshekhar Ghosh, Jun Han, Jonathan Scarlett

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* ICLR 2022 paper + additional appendix on algorithm-independent lower bounds

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Improved Convergence Rates for Sparse Approximation Methods in Kernel-Based Learning

Feb 08, 2022
Sattar Vakili, Jonathan Scarlett, Da-shan Shiu, Alberto Bernacchia

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