Gradient matching for domain generalization

Machine learning systems typically assume that the distributions of training and test sets match closely. However, a critical requirement of such systems in the real world is their ability to generalize to unseen domains. Here, we propose an inter-domain gradient matching objective that targets doma...

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Bibliographic Details
Main Authors: Shi, Y, Seely, J, Torr, PHS, Siddharth, N, Hannun, A, Usunier, N, Synnaeve, G
Format: Conference item
Language:English
Published: OpenReview 2022