161 citations · 199 across the 5 of their papers we have counts for
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cs.CV2021★ 7 cited
If your data distribution shifts, use self-learning
Evgenia Rusak, Steffen Schneider, George Pachitariu +5
We demonstrate that self-learning techniques like entropy minimization and pseudo-labeling are simple and effective at improving performance of a deployed computer vision model und…
cs.LG2021★ 28 cited
Contrastive Learning Inverts the Data Generating Process
Roland S. Zimmermann, Yash Sharma, Steffen Schneider +2
Contrastive learning has recently seen tremendous success in self-supervised learning. So far, however, it is largely unclear why the learned representations generalize so effectiv…