Gaussian-Based and Outside-the-Box Runtime Monitoring Join Forces

Overview

The method combines Gaussian checks of individual neuron activations with clustered acceptance regions that capture correlations. Experiments investigate complementary runtime-monitoring signals for detecting unreliable neural predictions in safety-critical applications.