284 citations · 734 across the 15 of their papers we have counts for
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cs.LG2022★ 21 cited
Algorithms to estimate Shapley value feature attributions
Hugh Chen, Ian C. Covert, Scott M. Lundberg +1
Feature attributions based on the Shapley value are popular for explaining machine learning models; however, their estimation is complex from both a theoretical and computational s…
cs.CV2022★ 12 cited
Learning to Estimate Shapley Values with Vision Transformers
Ian Covert, Chanwoo Kim, Su-In Lee
Transformers have become a default architecture in computer vision, but understanding what drives their predictions remains a challenging problem. Current explanation approaches re…