no code implementations • 14 Apr 2024 • Tanveer Khan, Mindaugas Budzys, Antonis Michalas
Consequently, during both forward and backward propagation, the servers cannot reconstruct the client's raw data from the activation map.
no code implementations • 6 Mar 2024 • Tanveer Khan, Mindaugas Budzys, Khoa Nguyen, Antonis Michalas
In addition, we present a SoK of the most recent PPML frameworks for model training and provide a comprehensive comparison in terms of the unique properties and performances on standard benchmarks.
no code implementations • 3 Feb 2024 • Tanveer Khan, Fahad Sohrab, Antonis Michalas, Moncef Gabbouj
In this study, we use various OCC models for $\mathbb{X}$ user classification.
no code implementations • 26 Jan 2024 • Eugene Frimpong, Khoa Nguyen, Mindaugas Budzys, Tanveer Khan, Antonis Michalas
Our work seeks to introduce HHE to ML by designing a PPML scheme tailored for end devices.
2 code implementations • 19 Sep 2023 • Tanveer Khan, Khoa Nguyen, Antonis Michalas, Alexandros Bakas
In this setting, the client initially applies its part of the machine learning model on the raw data to generate activation maps and then sends them to the server to continue the training process.
1 code implementation • 30 Aug 2023 • Khoa Nguyen, Tanveer Khan, Antonis Michalas
The idea behind it is that the client encrypts the activation map (the output of the split layer between the client and the server) before sending it to the server.
1 code implementation • 20 Jan 2023 • Tanveer Khan, Khoa Nguyen, Antonis Michalas
In this setting, the client initially applies its part of the machine learning model on the raw data to generate activation maps and then sends them to the server to continue the training process.
no code implementations • 27 Oct 2022 • Tanveer Khan, Antonis Michalas
Hence, the identification of fake news on social media is a problem of utmost importance that has attracted the interest not only of the research community but most of the big players on both sides - such as Facebook, on the industry side, and political parties on the societal one.
no code implementations • 16 Jul 2021 • Tanveer Khan, Antonis Michalas
Assigning a credibility score to a user has piqued the interest of not only the research community but also most of the big players on both sides - such as Facebook, on the side of industry, and political parties on the societal one.
no code implementations • 22 May 2021 • Tanveer Khan, Antonis Michalas, Adnan Akhunzada
Social Networks' omnipresence and ease of use has revolutionized the generation and distribution of information in today's world.