AC-Band: A Combinatorial Bandit-Based Approach to Algorithm Configuration

1 code implementation • 1 Dec 2022 • Jasmin Brandt, Elias Schede, Viktor Bengs, Björn Haddenhorst, Eyke Hüllermeier, Kevin Tierney

We study the algorithm configuration (AC) problem, in which one seeks to find an optimal parameter configuration of a given target algorithm in an automated way.

Multi-Armed Bandits

A Survey of Methods for Automated Algorithm Configuration

no code implementations • 3 Feb 2022 • Elias Schede, Jasmin Brandt, Alexander Tornede, Marcel Wever, Viktor Bengs, Eyke Hüllermeier, Kevin Tierney

We review existing AC literature within the lens of our taxonomies, outline relevant design choices of configuration approaches, contrast methods and problem variants against each other, and describe the state of AC in industry.