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08/31/2021
Towards Out-Of-Distribution Generalization: A Survey
Classic machine learning methods are built on the i.i.d. assumption that...
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07/13/2021
Domain-Irrelevant Representation Learning for Unsupervised Domain Generalization
Domain generalization (DG) aims to help models trained on a set of sourc...
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06/07/2019
NICO: A Dataset Towards Non-I.I.D. Image Classification
The I.I.D. hypothesis between training data and testing data is the basi...
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12/11/2018
Deep Learning on Graphs: A Survey
Deep learning has been shown successful in a number of domains, ranging ...
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08/22/2017
