How robust is unsupervised representation learning to distribution shift?

The robustness of machine learning algorithms to distributions shift is primarily discussed in the context of supervised learning (SL). As such, there is a lack of insight on the robustness of the representations learned from unsupervised methods, such as self-supervised learning (SSL) and auto-enco...

Full description

Bibliographic Details
Main Authors: Shi, Y, Daunhawer, I, Vogt, JE, Torr, PHS, Sanyal, A
Format: Conference item
Language:English
Published: International Conference on Learning Representations 2023