@article{epistemicdeeplearningenablingmachinelear, title = {Epistemic Deep Learning: Enabling Machine Learning Models to Know When They Do Not Know}, author = {Shireen Kudukkil Manchingal}, year = {2025}, eprint = {2510.22261}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.22261}, }