no code implementations • 28 Mar 2022 • Sarah Schröder, Alexander Schulz, Philip Kenneweg, Robert Feldhans, Fabian Hinder, Barbara Hammer
Furthermore, we thoroughly investigate the existing cosine-based scores and their limitations in order to show why these scores fail to report biases in some situations.
no code implementations • 15 Nov 2021 • Sarah Schröder, Alexander Schulz, Philip Kenneweg, Robert Feldhans, Fabian Hinder, Barbara Hammer
However, lately some works have raised doubts about these metrics showing that even though such metrics report low biases, other tests still show biases.
1 code implementation • 6 Apr 2021 • André Artelt, Fabian Hinder, Valerie Vaquet, Robert Feldhans, Barbara Hammer
We also propose a method for automatically finding regions in data space that are affected by a given model adaptation and thus should be explained.