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On the benefits of representation regularization in invariance based domain generalization

A crucial aspect of reliable machine learning is to design a deployable system for generalizing new related but unobserved environments. Domain generalization aims to alleviate such a prediction gap between the observed and unseen environments. Previous approaches commonly incorporated learning the...

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Detalles Bibliográficos
Autores principales: Shui, Changjian, Wang, Boyu, Gagné, Christian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9012768/
https://www.ncbi.nlm.nih.gov/pubmed/35510180
http://dx.doi.org/10.1007/s10994-021-06080-w