Meaningfully debugging model mistakes using conceptual counterfactual explanations

Abubakar Abid, Mert Yüksekgönül, James Zou 0001. Meaningfully debugging model mistakes using conceptual counterfactual explanations. In Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu 0001, Sivan Sabato, editors, International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA. Volume 162 of Proceedings of Machine Learning Research, pages 66-88, PMLR, 2022. [doi]

Abstract

Abstract is missing.