cff-version: 1.2.0 abstract: "
This repo contains all code and data for the paper "Opening the Analogical Portal to Explainability: Can Analogies Help Laypeople in AI-assisted Decision Making?" We collected user decision making with AI assistants in a skin cancer detection scenario. Specifically, we provide concept-level explanations generated with post-hoc XAI methods and analogy-based explanations to elucidate the importance of concepts. User interfaces built upon flask is also provided.
" authors: - family-names: He given-names: Gaole orcid: "https://orcid.org/0000-0002-8152-4791" - family-names: Balayn given-names: Agathe - family-names: Buijsman given-names: Stefan - family-names: Yang given-names: Jie orcid: "https://orcid.org/0000-0002-0350-0313" - family-names: Gadiraju given-names: Ujwal orcid: "https://orcid.org/0000-0002-6189-6539" title: "User Interaction Dataset for JAIR 2024 paper "Opening the Analogical Portal to Explainability: Can Analogies Help Laypeople in AI-assisted Decision Making?"" keywords: version: 1 identifiers: - type: doi value: 10.4121/19a75bf7-2825-4c22-96a2-e55eecac0fec.v1 license: CC BY 4.0 date-released: 2025-02-06