Pitfalls and Best Practices in Algorithm Configuration

17 May 2017

Papers citing "Pitfalls and Best Practices in Algorithm Configuration"

11 / 11 papers shown

Title
Training neural networks faster with minimal tuning using pre-computed lists of hyperparameters for NAdamW Sourabh Medapati Priya Kasimbeg Shankar Krishnan Naman Agarwal George E. Dahl 59 0 0 06 Mar 2025
MLGym: A New Framework and Benchmark for Advancing AI Research Agents Deepak Nathani Lovish Madaan Nicholas Roberts Nikolay Bashlykov Ajay Menon ... Tatiana Shavrina Jakob Foerster Yoram Bachrach William Yang Wang Roberta Raileanu LLMAG 88 8 0 21 Feb 2025
A Tutorial on the Design, Experimentation and Application of Metaheuristic Algorithms to Real-World Optimization Problems E. Osaba Esther Villar-Rodriguez Javier Del Ser Antonio J. Nebro Daniel Molina A. Latorre Ponnuthurai Nagaratnam Suganthan Carlos A. Coello Coello Francisco Herrera 56 256 0 04 Oct 2024
A learning-based mathematical programming formulation for the automatic configuration of optimization solvers Gabriele Iommazzo C. D’Ambrosio A. Frangioni Leo Liberti 21 5 0 08 Jan 2024
Assessing Ranking and Effectiveness of Evolutionary Algorithm Hyperparameters Using Global Sensitivity Analysis Methodologies Varun Ojha J. Timmis Giuseppe Nicosia 28 11 0 11 Jul 2022
On the Configuration of More and Less Expressive Logic Programs Carmine Dodaro Marco Maratea Mauro Vallati 17 1 0 02 Mar 2022
A Survey of Methods for Automated Algorithm Configuration Elias Schede Jasmin Brandt Alexander Tornede Marcel Wever Viktor Bengs Eyke Hüllermeier Kevin Tierney 19 48 0 03 Feb 2022
Automated Reinforcement Learning (AutoRL): A Survey and Open Problems Jack Parker-Holder Raghunandan Rajan Xingyou Song André Biedenkapp Yingjie Miao ... Vu-Linh Nguyen Roberto Calandra Aleksandra Faust Frank Hutter Marius Lindauer AI4CE 33 100 0 11 Jan 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 46 100 0 14 Sep 2021
Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges B. Bischl Martin Binder Michel Lang Tobias Pielok Jakob Richter ... Theresa Ullmann Marc Becker A. Boulesteix Difan Deng Marius Lindauer 82 448 0 13 Jul 2021
Automated Configuration of Genetic Algorithms by Tuning for Anytime Performance Furong Ye Carola Doerr Hao Wang Thomas Bäck 32 24 0 11 Jun 2021