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Rethinking XAI Evaluation: A Human-Centered Audit of Shapley Benchmarks in High-Stakes Settings
Standard Shapley benchmarks misalign with human decision utility, as quantitative metrics decouple from clarity and explanations inflate confidence without improving analyst performance in high-stakes risk settings.
Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 17 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 3/5