1 code implementation • 21 Oct 2023 • Sohaib Kiani, Jared Barton, Jon Sushinsky, Lynda Heimbach, Bo Luo
We relax the requirement of knowing all confounders under desired treatment, which we refer to as Selective Confounding, to enable causal inference in diverse real-world scenarios.
1 code implementation • 25 Sep 2021 • Sohaib Kiani, Sana Awan, Chao Lan, Fengjun Li, Bo Luo
To this end, Argos first amplifies the discrepancies between the visual content of an image and its misclassified label induced by the attack using a set of regeneration mechanisms and then identifies an image as adversarial if the reproduced views deviate to a preset degree.