no code implementations • 8 Feb 2023 • Benedikt Höltgen, Robert C Williamson
We demonstrate that with appropriate choices of grouping, these novel global fairness scores can provide notions of (sub-)group or individual fairness.
1 code implementation • 14 Jun 2022 • Sören Mindermann, Jan Brauner, Muhammed Razzak, Mrinank Sharma, Andreas Kirsch, Winnie Xu, Benedikt Höltgen, Aidan N. Gomez, Adrien Morisot, Sebastian Farquhar, Yarin Gal
But most computation and time is wasted on redundant and noisy points that are already learnt or not learnable.
1 code implementation • 29 Nov 2021 • Benedikt Höltgen
In a synthetic dataset, the algorithm robustly detects the ground-truth variables and correctly infers the causal relationships between them.
1 code implementation • 29 Nov 2021 • Benedikt Höltgen, Lisa Schut, Jan M. Brauner, Yarin Gal
This is the aim of algorithms generating counterfactual explanations.