Improving Adversarial Robustness with Hypersphere Embedding and Angular-Based Regularizations. - Olukorede Fakorede; Ashutosh Nirala; Modeste Atsague; Jin Tian (ICASSP, 2023)

A Penalized Modified Huber Regularization to Improve Adversarial Robustness. - Modeste Atsague; Ashutosh Nirala; Olukorede Fakorede; Jin Tian (ICIP, 2023)

Vulnerability-Aware Instance Reweighting For Adversarial Training. - Olukorede Fakorede; Ashutosh Kumar Nirala; Modeste Atsague; Jin Tian (Trans. Mach. Learn. Res., 2023)

Fast Certification of Vision-Language Models Using Incremental Randomized Smoothing. - Ashutosh Nirala; Ameya Joshi; Soumik Sarkar; Chinmay Hegde (SaTML, 2024)