Search Results for author: Sohaib Kiani

Found 2 papers, 2 papers with code

Counterfactual Prediction Under Selective Confounding

1 code implementation21 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.

Causal Inference counterfactual

Two Souls in an Adversarial Image: Towards Universal Adversarial Example Detection using Multi-view Inconsistency

1 code implementation25 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.

Adversarial Attack Detection Adversarial Defense +2

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