134 citations · 330 across the 35 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
cs.LG2020★ 2 cited
Semi-supervised novelty detection using ensembles with regularized disagreement
Alexandru Ţifrea, Eric Stavarache, Fanny Yang
Deep neural networks often predict samples with high confidence even when they come from unseen classes and should instead be flagged for expert evaluation. Current novelty detecti…
cs.LG2020★ 48 cited
Understanding and Mitigating the Tradeoff Between Robustness and Accuracy
Aditi Raghunathan, Sang Michael Xie, Fanny Yang +2
Adversarial training augments the training set with perturbations to improve the robust error (over worst-case perturbations), but it often leads to an increase in the standard err…