G{\'a}bor Berend

SUE: Sparsity-based Uncertainty Estimation via Sparse Dictionary Learning

The growing deployment of deep learning models in real-world applications necessitates not only high predictive accuracy, but also mechanism to identify unreliable predictions, especially in high-stakes scenarios where decision risk must be minimized. Existing methods estimate uncertainty by leverag