Yifan Zhang

schoolNational University of Singaporebar_chart#4874 Global Rank

Total Papers

HCI Rank

#4874

Research Areas

Years Active

Recent Publications

Transferable XAI: Relating Understanding Across Domains with Explanation Transfer

Current Explainable AI (XAI) focuses on explaining a single application, but when encountering related applications, users may rely on their prior understanding from previous explanations. This leads to either overgeneralization and AI overreliance, or burdensome independent memorization. Indeed, related decision task…

CHI '261st AuthorExplainable AI (XAI) +2

Comparables XAI: Faithful Example-based AI Explanations with Counterfactual Trace Adjustments

Explaining with examples is an intuitive way to justify AI decisions. However, it is challenging to understand how a decision value should change relative to the examples with many features differing by large amounts. We draw from real estate valuation that uses Comparables—examples with known values for comparison. E…

CHI '263rd AuthorExplainable AI (XAI) +1

Beyond Scores: Explainable Intelligent Assessment Strengthens Pre-service Teachers' Assessment Literacy

Assessment literacy (AL) is essential for personalized education, yet difficult to cultivate in pre-service teachers. Conventional teacher preparation programs focus on theoretical knowledge, while digital assessment tools commonly provide opaque scores or parameters. These limitations hinder reflection and transfer,…

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