Identity Curvature Laplace Approximation for Improved Out-of-Distribution Detection

Maksim Zhdanov, Stanislav Dereka, Sergey Kolesnikov

Uncertainty estimation is crucial in safety-critical applications, where robust out-of-distribution (OOD) detection is essential. Traditional Bayesian methods, though effective, ar…