Application of Deep Learning Methods in Cryptanalysis

Rahmatullayev, Ilhom, Abduraximov, Baxtiyor

Al-Farg'oniy avlodlari · 2025-yil

Annotatsiya

This article presents a theoretical and experimental investigation of the applicability of deep learning techniques in modern cryptanalysis. Traditional cryptanalytic methods are computationally intensive, as they require detecting complex nonlinear relationships between the key, plaintext, and ciphertext. Deep learning methods, in contrast, operate directly on raw data, independently extract meaningful features, and automatically detect statistical deviations (bias), making them an effective tool for identifying vulnerabilities in cryptographic systems.

Maqola ma’lumotlari
MualliflarRahmatullayev, Ilhom, Abduraximov, Baxtiyor
JurnalAl-Farg'oniy avlodlari
NashriyotТАТУ Фарғона филиали
ISSN2181-4252
Nashr sanasi2025-12-23
Son4
Betlar192-198
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Kalit so‘zlar

Deep Learning, Глубокое обучение, Нейронные сети, Криптоанализ, Потоковое шифрование, RC4, RC4A, Trivium, TRIAD, Модель «черного ящика», Keystream, Обнаружение отклонений, Машинное обучение, Свёрточные нейронные сети (CNN), Рекуррентные нейронные сети (RNN), LSTM, Дифференциальный криптоанализ, Анализ побочных каналов, Криптография., Deep Learning, Neural Networks, Cryptanalysis, Stream Cipher, RC4, RC4A, Trivium, TRIAD, Black-Box Model, Keystream, Bias Detection, Machine Learning, Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), LSTM, Differential Cryptanalysis, Side-Channel Analysis, Cryptography., Deep Learning, Chuqur O‘rganish, Neyron Tarmoqlar, Kriptotahlil, Oqimli Shifrlash, RC4, RC4A, Trivium, TRIAD, Black-Box Modeli, Keystream, Bias Aniqlash, Mashinali O‘qitish, Konvolyutsion Neyron Tarmoqlar (CNN), Rekurrent Neyron Tarmoqlar (RNN), LSTM, Differensial Kriptoanaliz, Yon Kanal Tahlili, Kriptografiya.

Ilmiy soha

Texnika

Iqtibos keltirish

APARahmatullayev, Ilhom, & Abduraximov, Baxtiyor (2025). Application of Deep Learning Methods in Cryptanalysis. Al-Farg'oniy avlodlari, (4), 192-198. https://al-fargoniy.uz/index.php/journal/article/view/954
GOST (OAK)Rahmatullayev, Ilhom, Abduraximov, Baxtiyor Application of Deep Learning Methods in Cryptanalysis // Al-Farg'oniy avlodlari. – 2025. – № 4. – P. 192-198.
MLARahmatullayev, Ilhom, and Abduraximov, Baxtiyor. “Application of Deep Learning Methods in Cryptanalysis.” Al-Farg'oniy avlodlari, (4), 192-198, 2025. https://al-fargoniy.uz/index.php/journal/article/view/954
ChicagoRahmatullayev, Ilhom, and Abduraximov, Baxtiyor. “Application of Deep Learning Methods in Cryptanalysis.” Al-Farg'oniy avlodlari, (4), 192-198 (2025). https://al-fargoniy.uz/index.php/journal/article/view/954
HarvardRahmatullayev, Ilhom, and Abduraximov, Baxtiyor (2025) ‘Application of Deep Learning Methods in Cryptanalysis’, Al-Farg'oniy avlodlari, (4), 192-198. https://al-fargoniy.uz/index.php/journal/article/view/954
BibTeX
@article{rahmatullayevilhom2025,
  title = {Application of Deep Learning Methods in Cryptanalysis},
  author = {Rahmatullayev, Ilhom and Abduraximov, Baxtiyor},
  journal = {Al-Farg'oniy avlodlari},
  year = {2025},
  number = {4},
  pages = {192-198},
  url = {https://al-fargoniy.uz/index.php/journal/article/view/954}
}

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