Success of Uncertainty-Aware Deep Models Depends on Data Manifold Geometry

no code implementations • 2 Aug 2022 • Mark Penrod, Harrison Termotto, Varshini Reddy, Jiayu Yao, Finale Doshi-Velez, Weiwei Pan

For responsible decision making in safety-critical settings, machine learning models must effectively detect and process edge-case data.

Decision Making