ServiceNow Research

Calibration

Constraining Representations Yields Models That Know What They Don't Know
Constraining Representations Yields Models That Know What They Don't Know
A well-known failure mode of neural networks is that they may confidently return erroneous predictions. Such unsafe behaviour is …
International Conference of Learning Representations (ICLR),  2023.
PDF Cite