38 citations · 53 across the 2 of their papers we have counts for
2 papers
cs.LG2022★ 38 cited
Plex: Towards Reliability using Pretrained Large Model Extensions
Dustin Tran, Jeremiah Liu, Michael W. Dusenberry +23
A recent trend in artificial intelligence is the use of pretrained models for language and vision tasks, which have achieved extraordinary performance but also puzzling failures. P…
cs.LG2021★ 15 cited
Reliable Graph Neural Networks for Drug Discovery Under Distributional Shift
Kehang Han, Balaji Lakshminarayanan, Jeremiah Liu
The concern of overconfident mis-predictions under distributional shift demands extensive reliability research on Graph Neural Networks used in critical tasks in drug discovery. He…