On User’s Reception of Local Explanation: An Argumentation Analysis
A local explanation method (LE) in explainable artificial intelligence (XAI) is basically a two-step procedure: first construct a naively explainable model approximating the black-box model in need of explanations; then extract an explanation from the approximate model. Since an expert user knows th...
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| Vydané v: | Journal of advanced computational intelligence and intelligent informatics Ročník 29; číslo 6; s. 1552 - 1564 |
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| Jazyk: | English |
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Tokyo
Fuji Technology Press Co. Ltd
20.11.2025
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| ISSN: | 1343-0130, 1883-8014 |
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| Abstract | A local explanation method (LE) in explainable artificial intelligence (XAI) is basically a two-step procedure: first construct a naively explainable model approximating the black-box model in need of explanations; then extract an explanation from the approximate model. Since an expert user knows that the extracted explanation aims to be just analogous to the target/ideal explanation, the expert user has to use analogical arguments to transfer certain properties observed on the former to the latter. In this paper, assuming an expert user whose knowledge satisfies certain conjectures, we reconstruct the structures “ reason therefore conclusion ” of these analogical arguments and study conditions for ensuring the truth of the reason , conditions for ensuring that the conclusion follows necessarily from the reason , as well as counter-arguments the user has to consider. It is argued that the presented findings shed light on the internal reasoning of an expert user at the end of User-LE dialogue. Broadly speaking, the paper suggests a promising direction to extend existing explanation methods, which are system-centered (focusing on generating explanations), to user-centered XAI which must attend to user’s receptions as well. |
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| AbstractList | A local explanation method (LE) in explainable artificial intelligence (XAI) is basically a two-step procedure: first construct a naively explainable model approximating the black-box model in need of explanations; then extract an explanation from the approximate model. Since an expert user knows that the extracted explanation aims to be just analogous to the target/ideal explanation, the expert user has to use analogical arguments to transfer certain properties observed on the former to the latter. In this paper, assuming an expert user whose knowledge satisfies certain conjectures, we reconstruct the structures “reason therefore conclusion” of these analogical arguments and study conditions for ensuring the truth of the reason, conditions for ensuring that the conclusion follows necessarily from the reason, as well as counter-arguments the user has to consider. It is argued that the presented findings shed light on the internal reasoning of an expert user at the end of User-LE dialogue. Broadly speaking, the paper suggests a promising direction to extend existing explanation methods, which are system-centered (focusing on generating explanations), to user-centered XAI which must attend to user’s receptions as well. |
| Author | Hung, Nguyen Duy Huynh, Van-Nam Theeramunkong, Thanaruk |
| Author_xml | – sequence: 1 givenname: Nguyen Duy orcidid: 0000-0003-3659-0025 surname: Hung fullname: Hung, Nguyen Duy organization: Sirindhorn International Institute of Technology, Thammasat University, 99 Moo 18, Km. 41 on Paholyothin Highway, Khlong Luang, Pathum Thani 12120, Thailand – sequence: 2 givenname: Thanaruk orcidid: 0000-0003-0744-4213 surname: Theeramunkong fullname: Theeramunkong, Thanaruk organization: Sirindhorn International Institute of Technology, Thammasat University, 99 Moo 18, Km. 41 on Paholyothin Highway, Khlong Luang, Pathum Thani 12120, Thailand – sequence: 3 givenname: Van-Nam orcidid: 0000-0002-3860-7815 surname: Huynh fullname: Huynh, Van-Nam organization: Japan Advanced Institute of Science and Technology, 1-1 Asahidai, Nomi, Ishikawa 923-1292, Japan |
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