ASPEST: Bridging the Gap Between Active Learning and Selective Prediction

J Chen, J Yoon, S Ebrahimi, S Arik, S Jha… - arxiv preprint arxiv …, 2023 - arxiv.org
Selective prediction aims to learn a reliable model that abstains from making predictions
when uncertain. These predictions can then be deferred to humans for further evaluation. As …

[책][B] Robust Deep Learning Under Distribution Shift

J Chen - 2023 - search.proquest.com
Deep learning has achieved remarkable success in various domains, including computer
vision, natural language processing, and game playing. However, this success relies on the …