On the effectiveness of small input noise for defending against query-based black-box attacks

J Byun, H Go, C Kim - Proceedings of the IEEE/CVF winter …, 2022 - openaccess.thecvf.com
While deep neural networks show unprecedented performance in various tasks, the
vulnerability to adversarial examples hinders their deployment in safety-critical systems …

Enhanced regularizers for attributional robustness

A Sarkar, A Sarkar, VN Balasubramanian - Proceedings of the AAAI …, 2021 - ojs.aaai.org
Deep neural networks are the default choice of learning models for computer vision tasks.
Extensive work has been carried out in recent years on explaining deep models for vision …