25 citations · 53 across the 4 of their papers we have counts for
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cs.LG2023★ 2 cited
Quantifying and mitigating the impact of label errors on model disparity metrics
Julius Adebayo, Melissa Hall, Bowen Yu +1
Errors in labels obtained via human annotation adversely affect a model's performance. Existing approaches propose ways to mitigate the effect of label error on a model's downstrea…
cs.LG2022★ 25 cited
Post hoc Explanations may be Ineffective for Detecting Unknown Spurious Correlation
Julius Adebayo, Michael Muelly, Hal Abelson +1
We investigate whether three types of post hoc model explanations--feature attribution, concept activation, and training point ranking--are effective for detecting a model's relian…