Algorithm for creating an adversarial attack when detecting malicious programs based on the jsma and c&w approaches.

Haydarov, Elshod

Al-Farg'oniy avlodlari · 2026-yil

Annotatsiya

This article analyzes two methods of adversarial attacks created against machine — training — based pest program detection systems-JSMA (Jacobian Saliency Map Attack) and Carlini & Wagner (C&W) - in a practical context and proposes methods to adapt them to convolutional (CNN) as well as sequence-based (RNN/LSTM) classifiers. The goal of the research is to identify the weaknesses of existing detectors, improve algorithms for generating attack scenarios, and develop more robust protection mechanisms based on this. The methodology section mathematically represents the process of creating adversarial samples, and the specific modifications of the JSMA, C&W algorithms are described in detail.

Maqola ma’lumotlari
MualliflarHaydarov, Elshod
JurnalAl-Farg'oniy avlodlari
NashriyotТАТУ Фарғона филиали
ISSN2181-4252
Nashr sanasi2026-03-27
Son1
Betlar364-370
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Kalit so‘zlar

состязательные атаки, JSMA, Carlini & Wagner, CNN, RNN/LSTM, состязательное обучение, обнаружение вредоносных программ., adversarial hujumlar, JSMA, Carlini & Wagner, CNN, RNN/LSTM, adversarial trening, zararkunanda dasturlar deteksiyasi., adversarial attacks, JSMA, Carlini & Wagner, CNN, RNN/LSTM, adversarial training, malware detection.

Ilmiy soha

Texnika

Iqtibos keltirish

APAHaydarov, Elshod (2026). ALGORITHM FOR CREATING AN ADVERSARIAL ATTACK WHEN DETECTING MALICIOUS PROGRAMS BASED ON THE JSMA AND C&W APPROACHES.. Al-Farg'oniy avlodlari, (1), 364-370. https://al-fargoniy.uz/index.php/journal/article/view/1083
GOST (OAK)Haydarov, Elshod ALGORITHM FOR CREATING AN ADVERSARIAL ATTACK WHEN DETECTING MALICIOUS PROGRAMS BASED ON THE JSMA AND C&W APPROACHES. // Al-Farg'oniy avlodlari. – 2026. – № 1. – P. 364-370.
MLAHaydarov, Elshod. “ALGORITHM FOR CREATING AN ADVERSARIAL ATTACK WHEN DETECTING MALICIOUS PROGRAMS BASED ON THE JSMA AND C&W APPROACHES..” Al-Farg'oniy avlodlari, (1), 364-370, 2026. https://al-fargoniy.uz/index.php/journal/article/view/1083
ChicagoHaydarov, Elshod. “ALGORITHM FOR CREATING AN ADVERSARIAL ATTACK WHEN DETECTING MALICIOUS PROGRAMS BASED ON THE JSMA AND C&W APPROACHES..” Al-Farg'oniy avlodlari, (1), 364-370 (2026). https://al-fargoniy.uz/index.php/journal/article/view/1083
HarvardHaydarov, Elshod (2026) ‘ALGORITHM FOR CREATING AN ADVERSARIAL ATTACK WHEN DETECTING MALICIOUS PROGRAMS BASED ON THE JSMA AND C&W APPROACHES.’, Al-Farg'oniy avlodlari, (1), 364-370. https://al-fargoniy.uz/index.php/journal/article/view/1083
BibTeX
@article{haydarovelshod2026,
  title = {ALGORITHM FOR CREATING AN ADVERSARIAL ATTACK WHEN DETECTING MALICIOUS PROGRAMS BASED ON THE JSMA AND C&W APPROACHES.},
  author = {Haydarov, Elshod},
  journal = {Al-Farg'oniy avlodlari},
  year = {2026},
  number = {1},
  pages = {364-370},
  url = {https://al-fargoniy.uz/index.php/journal/article/view/1083}
}

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