Robbie Jones | DeepAI

DeepAI

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Featured Co-authors

Percy Liang
165 publications
Tengyu Ma
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Aditi Raghunathan
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Sang Michael Xie
17 publications
Jeff Z. HaoChen
12 publications
Fereshte Khani
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Kendrick Shen
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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

∙ 02/21/2022

Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution

When transferring a pretrained model to a downstream task, two popular m...

0 Ananya Kumar, et al. ∙

research

∙ 12/08/2020

In-N-Out: Pre-Training and Self-Training using Auxiliary Information for Out-of-Distribution Robustness

Consider a prediction setting where a few inputs (e.g., satellite images...

8 Sang Michael Xie, et al. ∙