DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation

Rakshith Subramanyam, Kowshik Thopalli, Vivek Narayanaswamy +1

Reliably detecting when a deployed machine learning model is likely to fail on a given input is crucial for ensuring safe operation. In this work, we propose DECIDER (Debiasing Cla…