Provably Robust Detection of Out-of-distribution Data (almost) for free

Alexander Meinke, Julian Bitterwolf, Matthias Hein

The application of machine learning in safety-critical systems requires a reliable assessment of uncertainty. However, deep neural networks are known to produce highly overconfiden…