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A Causality Inspired Framework for Model Interpretation

Wu, CW; Wang, XT; Lian, DF; Xie, X; Chen, EH

Lian, DF (通讯作者),Univ Sci & Technol China, Hefei, Anhui, Peoples R China.;Wang, XT (通讯作者),Microsoft Res Asia, Beijing, Peoples R China.

PROCEEDINGS OF THE 29TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, KDD 2023, 2023; (): 2731

Abstract

This paper introduces a unified causal lens for understanding representative model interpretation methods. We show that their explanation scores align......

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