Peek into the Black-Box: Interpretable Neural Network using SAT Equations in Side-Channel Analysis

Autor: Trevor Yap, Adrien Benamira, Shivam Bhasin, Thomas Peyrin

Publikováno v: Transactions on Cryptographic Hardware and Embedded Systems, Vol 2023, Iss 2 (2023)

Deep neural networks (DNN) have become a significant threat to the security of cryptographic implementations with regards to side-channel analysis (SCA), as they automatically combine the leakages without any preprocessing needed, leading to a more e

Externí odkaz: https://doaj.org/article/c60a9353426d40edbcd41ac0cc7680ff

A Deeper Look at Machine Learning-Based Cryptanalysis

Autor: Quan Quan Tan, Thomas Peyrin, David Gerault, Adrien Benamira

Publikováno v: Lecture Notes in Computer Science ISBN: 9783030778699
EUROCRYPT (1)

At CRYPTO’19, Gohr proposed a new cryptanalysis strategy based on the utilisation of machine learning algorithms. Using deep neural networks, he managed to build a neural based distinguisher that surprisingly surpassed state-of-the-art cryptanalysi

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::1cae6c2b560c4233125e2b3ccdb9e843
https://doi.org/10.1007/978-3-030-77870-5_28

Semi-Supervised Learning and Graph Neural Networks for Fake News Detection

Autor: Benjamin Devillers, Manal Saadi, Fragkiskos D. Malliaros, Adrien Benamira, Ayush K. Ray, Etienne Lesot

Publikováno v: ASONAM 2019-IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
ASONAM 2019-IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, Aug 2019, Vancouver, Canada
ASONAM

International audience; Social networks have become the main platforms for information dissemination. Nevertheless, due to the increasing number of users, social media platforms tend to be highly vulnerable to the propagation of disinformation-making

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::962e3ab8e30df4b1cc12c14bf3b3f1a1
https://hal.science/hal-02334445/document