Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality Metrics. - Alexander Gushchin; Khaled Abud; Georgii Bychkov; Ekaterina Shumitskaya; Anna Chistyakova; Sergey Lavrushkin; Bader Rasheed; Kirill Malyshev; Dmitriy S. Vatolin; Anastasia Antsiferova (CoRR, 2024)

Exploring adversarial robustness of JPEG AI: methodology, comparison and new methods. - Egor Kovalev; Georgii Bychkov; Khaled Abud; Aleksandr Gushchin; Anna Chistyakova; Sergey Lavrushkin; Dmitriy S. Vatolin; Anastasia Antsiferova (CoRR, 2024)

Accelerated zero-order SGD under high-order smoothness and overparameterized regime. - Georgii Bychkov; Darina Dvinskikh; Anastasia Antsiferova; Alexander V. Gasnikov; Aleksandr V. Lobanov (CoRR, 2024)

NIC-RobustBench: A Comprehensive Open-Source Toolkit for Neural Image Compression and Robustness Analysis. - Georgii Bychkov; Khaled Abud; Egor Kovalev; Alexander Gushchin; Dmitriy S. Vatolin; Anastasia Antsiferova (CoRR, 2025)

Stable VMAF: investigating VMAF's vulnerabilities to adversarial attacks. - Sergey Lavrushkin; Maksim Khrebtov; Anastasia Antsiferova; Georgii Bychkov; Alexey Soloviev; Dmitriy S. Vatolin (Multim. Syst., 2025)