Adversarial purification for no-reference image-quality metrics: applicability study and new methods. - Aleksandr Gushchin; Anna Chistyakova; Vladislav Minashkin; Anastasia Antsiferova; Dmitriy S. Vatolin (CoRR, 2024)

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)

PySymGym: An Infrastructure to Train AI-Powered Navigation Assistant for Symbolic Execution Engine. - Anna Chistyakova; Maxim Nigmatulin; Ekaterina Shemetova; Danil Parfenov; David Akhmedov; Semyon V. Grigorev (STATIC, 2025)

Robustness as Architecture: Designing IQA Models to Withstand Adversarial Perturbations. - Igor Meleshin; Anna Chistyakova; Anastasia Antsiferova; Dmitriy S. Vatolin (CoRR, 2025)