2.3k citations · 2.7k across the 14 of their papers we have counts for
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cs.LG2022★ 12 cited
Data Feedback Loops: Model-driven Amplification of Dataset Biases
Rohan Taori, Tatsunori B. Hashimoto
Datasets scraped from the internet have been critical to the successes of large-scale machine learning. Yet, this very success puts the utility of future internet-derived datasets…
cs.CV2022★ 9 cited
Is a Caption Worth a Thousand Images? A Controlled Study for Representation Learning
Shibani Santurkar, Yann Dubois, Rohan Taori +2
The development of CLIP [Radford et al., 2021] has sparked a debate on whether language supervision can result in vision models with more transferable representations than traditio…