1 code implementation • 5 Oct 2023 • Stefan Smeu, Elena Burceanu, Emanuela Haller, Andrei Liviu Nicolicioiu
Similar to works in out-of-distribution generalization, we propose to use the formalization of separating into semantic or content changes, that are relevant to our task, and style changes, that are irrelevant.
no code implementations • 21 Sep 2023 • Stefan Smeu, Elena Burceanu, Emanuela Haller, Andrei Liviu Nicolicioiu
Thus, we propose a method that starts with a pretrained embedding and a multi-env setup and manages to rank the features based on their environment-focus.
no code implementations • 6 Oct 2022 • Stefan Smeu, Elena Burceanu, Andrei Liviu Nicolicioiu, Emanuela Haller
We introduce a formalization and benchmark for the unsupervised anomaly detection task in the distribution-shift scenario.