Unbounded Bayesian Optimization via Regularization

14 August 2015

Bobak Shahriari

Alexandre Bouchard-Côté

Nando de Freitas

BDL

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Papers citing "Unbounded Bayesian Optimization via Regularization"

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Title
Sequential Large Language Model-Based Hyper-parameter Optimization Kanan Mahammadli Seyda Ertekin 238 5 0 27 Oct 2024
FastBO: Fast HPO and NAS with Adaptive Fidelity Identification Jiantong Jiang Ajmal Mian 103 0 0 01 Sep 2024
High-dimensional Bayesian Optimization with Group Testing E. Hellsten Carl Hvarfner Leonard Papenmeier Luigi Nardi 71 4 0 05 Oct 2023
Gaussian Max-Value Entropy Search for Multi-Agent Bayesian Optimization Haitong Ma Tianpeng Zhang Yixuan Wu Flavio du Pin Calmon Na Li 74 11 0 10 Mar 2023
Transfer Learning for Bayesian Optimization: A Survey Tianyi Bai Yang Li Yu Shen Xinyi Zhang Wentao Zhang Tengjiao Wang BDL 78 31 0 12 Feb 2023
$π$ BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization Carl Hvarfner Daniel Stoll Artur L. F. Souza Marius Lindauer Frank Hutter Luigi Nardi 97 71 0 23 Apr 2022
Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders Samuel Stanton Wesley J. Maddox Nate Gruver Phillip M. Maffettone E. Delaney Peyton Greenside A. Wilson BDL 77 98 0 23 Mar 2022
Sparse Bayesian Optimization Sulin Liu Qing Feng David Eriksson Benjamin Letham E. Bakshy 69 7 0 03 Mar 2022
Predicting the utility of search spaces for black-box optimization: a simple, budget-aware approach Setareh Ariafar Justin Gilmer Zachary Nado Jasper Snoek Rodolphe Jenatton George E. Dahl 70 2 0 15 Dec 2021
Regularization in network optimization via trimmed stochastic gradient descent with noisy label Kensuke Nakamura Bong-Soo Sohn Kyoung-Jae Won Byung-Woo Hong NoLa 51 0 0 21 Dec 2020
Challenges in Deploying Machine Learning: a Survey of Case Studies Andrei Paleyes Raoul-Gabriel Urma Neil D. Lawrence 71 409 0 18 Nov 2020
Sub-linear Regret Bounds for Bayesian Optimisation in Unknown Search Spaces Hung The Tran Sunil R. Gupta Santu Rana Huong Ha Svetha Venkatesh 78 7 0 05 Sep 2020
On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice Li Yang Abdallah Shami AI4CE 218 2,157 0 30 Jul 2020
Bayesian Optimization with a Prior for the Optimum Artur L. F. Souza Luigi Nardi Leonardo B. Oliveira K. Olukotun Marius Lindauer Frank Hutter 97 8 0 25 Jun 2020
Bayesian Optimization for Policy Search in High-Dimensional Systems via Automatic Domain Selection Lukas P. Frohlich Edgar D. Klenske Christian Daniel Melanie Zeilinger 99 12 0 21 Jan 2020
Adaptive Expansion Bayesian Optimization for Unbounded Global Optimization Wei Chen M. Fuge 24 4 0 12 Jan 2020
Bayesian Optimization with Unknown Search Space Huong Ha Santu Rana Sunil R. Gupta Thanh Nguyen Hung The Tran Svetha Venkatesh 49 23 0 29 Oct 2019
Learning search spaces for Bayesian optimization: Another view of hyperparameter transfer learning Valerio Perrone Huibin Shen Matthias Seeger Cédric Archambeau Rodolphe Jenatton 75 97 0 27 Sep 2019
Modeling and Optimization with Gaussian Processes in Reduced Eigenbases -- Extended Version David Gaudrie Rodolphe Le Riche Victor Picheny B. Enaux V. Herbert 61 20 0 29 Aug 2019
Adaptive Weight Decay for Deep Neural Networks Kensuke Nakamura Byung-Woo Hong 63 43 0 21 Jul 2019
Sampling Acquisition Functions for Batch Bayesian Optimization Alessandro De Palma Celestine Mendler-Dünner Thomas Parnell Andreea Anghel H. Pozidis 56 13 0 22 Mar 2019
Bayesian Optimization of Combinatorial Structures Ricardo Baptista Matthias Poloczek 92 137 0 22 Jun 2018
Bayesian Optimization for Probabilistic Programs Tom Rainforth T. Le Jan-Willem van de Meent Michael A. Osborne Frank Wood TPM 72 27 0 13 Jul 2017
Correcting boundary over-exploration deficiencies in Bayesian optimization with virtual derivative sign observations E. Siivola Aki Vehtari J. Vanhatalo Javier I. González Michael Riis Andersen 64 26 0 04 Apr 2017
Efficient acquisition rules for model-based approximate Bayesian computation Marko Jarvenpaa Michael U. Gutmann Arijus Pleska Aki Vehtari Pekka Marttinen TPM 202 69 0 03 Apr 2017