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Manya Singh

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Preprint Aug 2026

Robust Ambiguity Detection (RAD) From Model- and Feature-Space Consistency

The Robust Ambiguity Detection (RAD) framework is advanced for quantifying predictive ambiguity using two complementary metrics: Model-Space Consistency and Feature-Space Consistency, which provide an interpretable characterisation of the sources of ambiguity and the actions a user may consider in response.

Manya Singh, Markt Keane, A. Pakrashi · 0 citations

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