A systematic study comparing hyperparameter optimization engines on tabular data

27 November 2023

Papers citing "A systematic study comparing hyperparameter optimization engines on tabular data"

7 / 7 papers shown

Title
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 188 103 0 14 Sep 2021
PyTorch Tabular: A Framework for Deep Learning with Tabular Data Manu Joseph LMTD 48 37 0 28 Apr 2021
Optuna: A Next-generation Hyperparameter Optimization Framework Takuya Akiba Shotaro Sano Toshihiko Yanase Takeru Ohta Masanori Koyama 653 5,786 0 25 Jul 2019
Tabular Benchmarks for Joint Architecture and Hyperparameter Optimization Aaron Klein Frank Hutter 39 92 0 13 May 2019
BOHB: Robust and Efficient Hyperparameter Optimization at Scale Stefan Falkner Aaron Klein Frank Hutter BDL 199 1,096 0 04 Jul 2018
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization Lisha Li Kevin Jamieson Giulia DeSalvo Afshin Rostamizadeh Ameet Talwalkar 219 2,325 0 21 Mar 2016
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 344 7,934 0 13 Jun 2012