Exponential Regret Bounds for Gaussian Process Bandits with Deterministic Observations

27 June 2012

Papers citing "Exponential Regret Bounds for Gaussian Process Bandits with Deterministic Observations"

23 / 23 papers shown

Title
Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance S. Iwazaki Shion Takeno 83 1 0 10 Feb 2025
Optimization on Manifolds via Graph Gaussian Processes Hwanwoo Kim D. Sanz-Alonso Ruiyi Yang 48 2 0 20 Oct 2022
Graph Neural Network Bandits Parnian Kassraie Andreas Krause Ilija Bogunovic 31 11 0 13 Jul 2022
Optimal Order Simple Regret for Gaussian Process Bandits Sattar Vakili N. Bouziani Sepehr Jalali A. Bernacchia Da-Shan Shiu 39 51 0 20 Aug 2021
Bayesian Optimistic Optimisation with Exponentially Decaying Regret Hung The Tran Sunil R. Gupta Santu Rana Svetha Venkatesh 24 3 0 10 May 2021
One-parameter family of acquisition functions for efficient global optimization T. Kanazawa 35 2 0 26 Apr 2021
Tight Regret Bounds for Bayesian Optimization in One Dimension Jonathan Scarlett 41 27 0 30 May 2018
Lower Bounds on Regret for Noisy Gaussian Process Bandit Optimization Jonathan Scarlett Ilija Bogunovic V. Cevher 33 99 0 31 May 2017
On Kernelized Multi-armed Bandits Sayak Ray Chowdhury Aditya Gopalan 35 449 0 03 Apr 2017
Multi-fidelity Bayesian Optimisation with Continuous Approximations Kirthevasan Kandasamy Gautam Dasarathy J. Schneider Barnabás Póczós 21 220 0 18 Mar 2017
Budgeted Batch Bayesian Optimization With Unknown Batch Sizes Vu Nguyen Santu Rana Sunil R. Gupta Cheng Li Svetha Venkatesh 37 9 0 15 Mar 2017
Global Continuous Optimization with Error Bound and Fast Convergence Kenji Kawaguchi Y. Maruyama Xiaoyu Zheng 6 24 0 17 Jul 2016
Bayesian Optimization with Exponential Convergence Kenji Kawaguchi L. Kaelbling Tomás Lozano-Pérez 31 106 0 05 Apr 2016
Multi-fidelity Gaussian Process Bandit Optimisation Kirthevasan Kandasamy Gautam Dasarathy Junier B. Oliva J. Schneider Barnabás Póczós 16 76 0 20 Mar 2016
Optimization for Gaussian Processes via Chaining E. Contal C. Malherbe Nicolas Vayatis 53 7 0 19 Oct 2015
Copeland Dueling Bandits M. Zoghi Zohar Karnin Shimon Whiteson Maarten de Rijke 23 89 0 01 Jun 2015
Freeze-Thaw Bayesian Optimization Kevin Swersky Jasper Snoek Ryan P. Adams 59 267 0 16 Jun 2014
Bayesian Optimization with Unknown Constraints M. Gelbart Jasper Snoek Ryan P. Adams 41 442 0 22 Mar 2014
Bayesian Multi-Scale Optimistic Optimization Ziyun Wang B. Shakibi L. Jin Nando de Freitas 80 95 0 27 Feb 2014
Relative Upper Confidence Bound for the K-Armed Dueling Bandit Problem M. Zoghi Shimon Whiteson Rémi Munos Maarten de Rijke 41 140 0 12 Dec 2013
Gaussian Process Optimization with Mutual Information E. Contal Vianney Perchet Nicolas Vayatis 40 81 0 19 Nov 2013
Parallel Gaussian Process Optimization with Upper Confidence Bound and Pure Exploration E. Contal David Buffoni Alexandre Robicquet Nicolas Vayatis 33 213 0 19 Apr 2013
Bayesian Optimization in a Billion Dimensions via Random Embeddings Ziyun Wang Frank Hutter M. Zoghi David Matheson Nando de Freitas 57 436 0 09 Jan 2013