HEBO Pushing The Limits of Sample-Efficient Hyperparameter Optimisation

HEBO Pushing The Limits of Sample-Efficient Hyperparameter Optimisation

7 December 2020

Alexander I. Cowen-Rivers

Antoine Grosnit

Ryan-Rhys Griffiths

Jun Wang

Jan Peters

Papers citing "HEBO Pushing The Limits of Sample-Efficient Hyperparameter Optimisation"

12 / 12 papers shown

Title
Adaptive Replication Strategies in Trust-Region-Based Bayesian Optimization of Stochastic Functions Mickael Binois Jeffrey Larson 74 0 0 29 Apr 2025
Evolution Meets Diffusion: Efficient Neural Architecture Generation Bingye Zhou Caiyang Yu DiffM 51 0 0 24 Apr 2025
Surrogate-based optimization of system architectures subject to hidden constraints J. Bussemaker P. Saves N. Bartoli T. Lefebvre Björn Nagel AI4CE 105 2 0 11 Apr 2025
Be aware of overfitting by hyperparameter optimization! Igor V. Tetko R. V. Deursen Guillaume Godin AI4CE 29 8 0 30 Jul 2024
Long-run Behaviour of Multi-fidelity Bayesian Optimisation G. Dovonon Jakob Zeitler 21 1 0 19 Dec 2023
HardSATGEN: Understanding the Difficulty of Hard SAT Formula Generation and A Strong Structure-Hardness-Aware Baseline Y. Li Xinyan Chen Wenxuan Guo Xijun Li Wanqian Luo Jun Huang Hui-Ling Zhen M. Yuan Junchi Yan 27 17 0 04 Feb 2023
Contextual Causal Bayesian Optimisation Vahan Arsenyan Antoine Grosnit Haitham Bou-Ammar CML 14 2 0 29 Jan 2023
Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization (ZoMBI) Alexander E. Siemenn Zekun Ren Qianxiao Li Tonio Buonassisi 31 23 0 26 Aug 2022
HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO Katharina Eggensperger Philip Muller Neeratyoy Mallik Matthias Feurer René Sass Aaron Klein Noor H. Awad Marius Lindauer Frank Hutter 30 100 0 14 Sep 2021
SoftHebb: Bayesian Inference in Unsupervised Hebbian Soft Winner-Take-All Networks Timoleon Moraitis Dmitry Toichkin Adrien Journé Yansong Chua Qinghai Guo AAML BDL 68 28 0 12 Jul 2021
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 278 10,608 0 19 Feb 2017
Manifold Gaussian Processes for Regression Roberto Calandra Jan Peters C. Rasmussen M. Deisenroth 84 271 0 24 Feb 2014