17 citations · 56 across the 11 of their papers we have counts for
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cs.LG2022★ 3 cited
Differentially Private Shapley Values for Data Evaluation
Lauren Watson, Rayna Andreeva, Hao-Tsung Yang +1
The Shapley value has been proposed as a solution to many applications in machine learning, including for equitable valuation of data. Shapley values are computationally expensive…
cs.LG2022★ 17 cited
The Shapley Value in Machine Learning
Benedek Rozemberczki, Lauren Watson, Péter Bayer +4
Over the last few years, the Shapley value, a solution concept from cooperative game theory, has found numerous applications in machine learning. In this paper, we first discuss fu…