Source code for evaluating faithfulness tests in feature attribution methods

software

posted on 2023-10-31, 07:23 authored by Yuya Asazuma, Kazuaki Hanawa, Kentaro Inui

Source code to verify the behavior of the faithfulness test in the feature attribution method from two aspects: comparative evaluation and evaluation using a random number series.

Please refer to "README.md" for execution.

Funding

Computational Modeling of Argumentation Understanding

Japan Society for the Promotion of Science

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Japan Science and Technology Agency

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Corresponding author email address

asazuma.yuya.r7@dc.tohoku.ac.jp

Title (in Japanese)

特徴量帰属法における忠実性テストの評価のためのソースコード

Description (in Japanese)

特徴量帰属法における忠実性テストの振る舞いについて、比較評価と乱数系列を用いた評価の二つの側面から検証を行うソースコード．実行の際には"README.md" を参照してください．

Manuscript title (in Japanese)

特徴量帰属法による説明の忠実性評価に関する実証的分析

Authors (in Japanese)

浅妻佑弥, 塙一晃, 乾健太郎

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Keywords

Explainable AI (XAI)Machine Learning Feature Attribution Faithfulness

Licence

CC BY 4.0

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