K. S. Lukianov, P. A. Yaskov, “Securing deep classification models against OOD inputs and evasion attacs”, Uspekhi Mat. Nauk, 2025, Volume 80, Issue 6(486),Pages <nobr>187–190</nobr>

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Uspekhi Mat. Nauk, 2025 Volume 80, Issue 6(486), Pages 187–190 (Mi rm10290)

Mathematical aspects of artificial intelligence

Securing deep classification models against OOD inputs and evasion attacs

K. S. Lukianov^abc, P. A. Yaskov^de

^a Ivannikov Institute for System Programming of the Russian Academy of Sciences
^b Moscow Institute of Physics and Technology (National Research University)
^c Research Center of the Trusted Artificial Intelligence ISP RAS
^d Steklov Mathematical Institute of Russian Academy of Sciences
^e National University of Science and Technology "MISIS"

Received: 17.11.2025
Revised: 18.11.2025

DOI: 10.4213/rm10290

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© Steklov Math. Inst. of RAS, 2026