Geometric features from per-layer MLP update trajectories fed to a sparse linear probe outperform maximum softmax probability for uncertainty quantification under selective abstention, with gains up to 21 AURC points.
Journal of the Royal Statistical Society Series B: Statistical Methodology , volume=
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