CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks

Kaizheng Wang, Keivan Shariatmadar, Shireen Kudukkil Manchingal +3

Effective uncertainty estimation is becoming increasingly attractive for enhancing the reliability of neural networks. This work presents a novel approach, termed Credal-Set Interv…