no code implementations • 27 Jul 2023 • Martin Sablotny, Bjørn Sand Jensen, Jeremy Singer
Generation-based fuzz testing can uncover various bugs and security vulnerabilities.
no code implementations • 25 Apr 2023 • Ferheen Ayaz, Idris Zakariyya, José Cano, Sye Loong Keoh, Jeremy Singer, Danilo Pau, Mounia Kharbouche-Harrari
This paper reports the results of devising a tiny DNN model, robust to adversarial black and white box attacks, trained with an automatic quantizationaware training framework, i. e. QKeras, with deep quantization loss accounted in the learning loop, thereby making the designed DNNs more accurate for deployment on tiny devices.
no code implementations • 22 Sep 2022 • Jawhara Aljabri, Anna Lito Michala, Jeremy Singer, Ioannis Vourganas
In this paper, we aim to improve ELSA by minimising the lookup table size and summarising the data records by integrating Machine Learning (ML) methods suitable for execution at the edge.