research
∙
06/07/2023
Proximity-Informed Calibration for Deep Neural Networks
Confidence calibration is central to providing accurate and interpretabl...
share
research
∙
05/02/2023
Great Models Think Alike: Improving Model Reliability via Inter-Model Latent Agreement
Reliable application of machine learning is of primary importance to the...
research
∙
02/06/2023
Trust, but Verify: Using Self-Supervised Probing to Improve Trustworthiness
Trustworthy machine learning is of primary importance to the practical d...
research
∙
11/29/2022
Birds of a Feather Trust Together: Knowing When to Trust a Classifier via Adaptive Neighborhood Aggregation
How do we know when the predictions made by a classifier can be trusted?...
research
∙
06/13/2021