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A Study of Bayesian Neural Network Surrogates for Bayesian Optimization

A Study of Bayesian Neural Network Surrogates for Bayesian Optimization

31 May 2023
Y. Li
Tim G. J. Rudner
A. Wilson
    BDL
ArXivPDFHTML

Papers citing "A Study of Bayesian Neural Network Surrogates for Bayesian Optimization"

6 / 6 papers shown
Title
Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index
Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index
Qian Xie
Raul Astudillo
P. Frazier
Ziv Scully
Alexander Terenin
80
2
0
17 Jan 2025
Respecting the limit:Bayesian optimization with a bound on the optimal value
Respecting the limit:Bayesian optimization with a bound on the optimal value
Hanyang Wang
Juergen Branke
Matthias Poloczek
26
0
0
07 Nov 2024
Applying Multi-Fidelity Bayesian Optimization in Chemistry: Open
  Challenges and Major Considerations
Applying Multi-Fidelity Bayesian Optimization in Chemistry: Open Challenges and Major Considerations
Edmund Judge
Mohammed Azzouzi
Austin M. Mroz
Antonio del Rio Chanona
Kim E. Jelfs
AI4CE
13
0
0
11 Sep 2024
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter
  Optimization
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
Marius Lindauer
Katharina Eggensperger
Matthias Feurer
André Biedenkapp
Difan Deng
C. Benjamins
Tim Ruhopf
René Sass
Frank Hutter
83
323
0
20 Sep 2021
Max-value Entropy Search for Efficient Bayesian Optimization
Max-value Entropy Search for Efficient Bayesian Optimization
Zi Wang
Stefanie Jegelka
110
401
0
06 Mar 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
268
5,635
0
05 Dec 2016
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