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cs.LG2026
Robust Ambiguity Detection (RAD) From Model- and Feature-Space Consistency
Manya Singh, Mark T. Keane, Arjun Pakrashi
Machine learning models should be robust, in the sense of remaining predictively consistent under permissible variations. A model's predictions should ideally remain unchanged when…
cs.AI2026
Informative Semi-Factuals for XAI: The Elaborated Explanations that People Prefer
Saugat Aryal, Mark T. Keane
Recently, in eXplainable AI (XAI), explanations -- so-called semi-factuals -- have emerged as a popular strategy that explains how a predicted outcome $\textit{c…