Capital requirements are standardized regulations for banks and other depository institutions that govern the capital, as a percentage of their assets, that they must maintain. Having this capital on ...

Abstract: It is not uncommon that real-world data are distributed with a long tail. For such data, the learning of deep neural networks becomes challenging because it is hard to classify tail classes ...

Abstract: Discriminating out-of-distribution (OOD) input is critical for safely deploying deep learning models in reality. A primary challenge in OOD detection is that the model produces abnormally ...