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02/22/2022
Order-Optimal Error Bounds for Noisy Kernel-Based Bayesian Quadrature
In this paper, we study the sample complexity of noisy Bayesian quadratu...
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02/11/2021
Lenient Regret and Good-Action Identification in Gaussian Process Bandits
In this paper, we study the problem of Gaussian process (GP) bandits und...
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08/20/2020
On Lower Bounds for Standard and Robust Gaussian Process Bandit Optimization
In this paper, we consider algorithm-independent lower bounds for the pr...
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10/31/2019
Generalizing Energy-based Generative ConvNets from Particle Evolution Perspective
Compared with Generative Adversarial Networks (GAN), the Energy-Based ge...
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12/04/2018