Socrates Loss: Unifying Confidence Calibration and Classification by Leveraging the Unknown

Sandra Gómez-Gálvez, Tobias Olenyi, Gillian Dobbie +1

Deep neural networks, despite their high accuracy, often exhibit poor confidence calibration, limiting their reliability in high-stakes applications. Current ad-hoc confidence cali…