Exploiting Human-AI Dependence for Learning to Defer

Z Wei, Y Cao, L Feng - Forty-first International Conference on Machine … - openreview.net
The learning to defer (L2D) framework allows models to defer their decisions to human
experts. For L2D, the Bayes optimality is the basic requirement of theoretical guarantees for …

Learning to Reject Meets Long-tail Learning

H Narasimhan, AK Menon, W Jitkrittum, N Gupta… - The Twelfth International … - openreview.net
Learning to reject (L2R) is a classical problem where one seeks a classifier capable of
abstaining on low-confidence samples. Most prior work on L2R has focused on minimizing …