MASIF: Meta-learned Algorithm Selection using Implicit Fidelity Information

Tim Ruhkopf, Aditya Mohan, Difan Deng, Alexander Tornede, Frank Hutter, Marius Lindauer

Paper URL: https://openreview.net/forum?id=5aYGXxByI6

Paper Availability And License: Yes

Code Of Conduct: Yes

TLDR: Bridging Multi-Fidelity and Algorithm Selection using Meta-Learning on Learning Curves. Use a transformer to jointly interpret curves from the candidate algorithms of varying lengths in a non-parametric and non-myopic way for Algorithm Selection.

Submission Number: 7