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cs.CY2025
How Do Data Owners Say No? A Case Study of Data Consent Mechanisms in Web-Scraped Vision-Language AI Training Datasets
Chung Peng Lee, Rachel Hong, Harry H. Jiang +3
The internet has become the main source of data to train modern text-to-image or vision-language models, yet it is increasingly unclear whether web-scale data collection practices…
cs.CY2024★ 10 cited
Who's in and who's out? A case study of multimodal CLIP-filtering in DataComp
Rachel Hong, William Agnew, Tadayoshi Kohno +1
As training datasets become increasingly drawn from unstructured, uncontrolled environments such as the web, researchers and industry practitioners have increasingly relied upon da…