3 citations · 7 across the 11 of their papers we have counts for
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cs.GT2024★ 2 cited
A Survey on Data Markets
Jiayao Zhang, Yuran Bi, Mengye Cheng +15
Data is the new oil of the 21st century. The growing trend of trading data for greater welfare has led to the emergence of data markets. A data market is any mechanism whereby the…
cs.LG2024★ 1 cited
Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits
Jiachen T. Wang, Tianji Yang, James Zou +2
Data Shapley provides a principled approach to data valuation and plays a crucial role in data-centric machine learning (ML) research. Data selection is considered a standard appli…
cs.LG2024
Proper Dataset Valuation by Pointwise Mutual Information
Rui Ray Chen, Xuan Qi, Yuxin Chen +3
Data plays a central role in advancements in modern artificial intelligence, with high-quality data emerging as a key driver of model performance. This has prompted the development…