Kendrick Shen | DeepAI

DeepAI

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research

∙ 04/01/2022

Connect, Not Collapse: Explaining Contrastive Learning for Unsupervised Domain Adaptation

We consider unsupervised domain adaptation (UDA), where labeled data fro...

6 Kendrick Shen, et al. ∙

research

∙ 12/09/2021

Extending the WILDS Benchmark for Unsupervised Adaptation

Machine learning systems deployed in the wild are often trained on a sou...

17 Shiori Sagawa, et al. ∙

research

∙ 10/07/2020

Theoretical Analysis of Self-Training with Deep Networks on Unlabeled Data

Self-training algorithms, which train a model to fit pseudolabels predic...

18 Colin Wei, et al. ∙