Repairing Systematic Outliers by Learning Clean Subspaces in VAEs

1 code implementation • 17 Jul 2022 • Simao Eduardo, Kai Xu, Alfredo Nazabal, Charles Sutton

Seeing as a systematic outlier is a combination of patterns of a clean instance and systematic error patterns, our main insight is that inliers can be modelled by a smaller representation (subspace) in a model than outliers.

Outlier Detection