most citedIdentification of Systematic Errors of Image Classifiers on Rare Subgroups

1 citations · 1 across the 1 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2023

Towards Anytime Classification in Early-Exit Architectures by Enforcing Conditional Monotonicity

Metod Jazbec, James Urquhart Allingham, Dan Zhang +1

Modern predictive models are often deployed to environments in which computational budgets are dynamic. Anytime algorithms are well-suited to such environments as, at any point dur…

cs.LG2023

Learning Sample Difficulty from Pre-trained Models for Reliable Prediction

Peng Cui, Dan Zhang, Zhijie Deng +2

Large-scale pre-trained models have achieved remarkable success in many applications, but how to leverage them to improve the prediction reliability of downstream models is undesir…