Split-Ensemble: Efficient OOD-aware Ensemble via Task and Model Splitting

Anthony Chen, Huanrui Yang, Yulu Gan +7

Uncertainty estimation is crucial for machine learning models to detect out-of-distribution (OOD) inputs. However, the conventional discriminative deep learning classifiers produce…