Multi-Scale Zero-Order Optimization of Smooth Functions in an RKHS

11 May 2020

Papers citing "Multi-Scale Zero-Order Optimization of Smooth Functions in an RKHS"

15 / 15 papers shown

Title
Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance S. Iwazaki Shion Takeno 129 3 0 10 Feb 2025
Differentially Private Kernelized Contextual Bandits Nikola Pavlovic Sudeep Salgia Qing Zhao 80 1 0 13 Jan 2025
No-Regret Algorithms for Safe Bayesian Optimization with Monotonicity Constraints Arpan Losalka Jonathan Scarlett 56 2 0 05 Jun 2024
On the Sublinear Regret of GP-UCB Justin Whitehouse Zhiwei Steven Wu Aaditya Ramdas 76 16 0 14 Jul 2023
Adaptation to Misspecified Kernel Regularity in Kernelised Bandits Yusha Liu Aarti Singh 65 2 0 26 Apr 2023
Regret Bounds for Noise-Free Cascaded Kernelized Bandits Zihan Li Jonathan Scarlett 70 2 0 10 Nov 2022
Instance-Dependent Regret Analysis of Kernelized Bandits S. Shekhar T. Javidi 57 4 0 12 Mar 2022
On Average-Case Error Bounds for Kernel-Based Bayesian Quadrature Xu Cai Chi Thanh Lam Jonathan Scarlett 62 3 0 22 Feb 2022
Open Problem: Tight Online Confidence Intervals for RKHS Elements Sattar Vakili John Scarlett T. Javidi 83 21 0 28 Oct 2021
Gaussian Process Bandit Optimization with Few Batches Zihan Li Jonathan Scarlett GP 191 49 0 15 Oct 2021
Optimal Order Simple Regret for Gaussian Process Bandits Sattar Vakili N. Bouziani Sepehr Jalali A. Bernacchia Da-shan Shiu 99 55 0 20 Aug 2021
Ada-BKB: Scalable Gaussian Process Optimization on Continuous Domains by Adaptive Discretization Marco Rando Luigi Carratino S. Villa Lorenzo Rosasco 93 6 0 16 Jun 2021
Lenient Regret and Good-Action Identification in Gaussian Process Bandits Xu Cai S. Gomes Jonathan Scarlett 79 10 0 11 Feb 2021
A Domain-Shrinking based Bayesian Optimization Algorithm with Order-Optimal Regret Performance Sudeep Salgia Sattar Vakili Qing Zhao 108 34 0 27 Oct 2020
On Lower Bounds for Standard and Robust Gaussian Process Bandit Optimization Xu Cai Jonathan Scarlett 111 31 0 20 Aug 2020