146 citations · 258 across the 16 of their papers we have counts for
5 papers · 1 filter
CAN-BERT do it? Controller Area Network Intrusion Detection System based on BERT Language Model
Natasha Alkhatib, Maria Mushtaq, Hadi Ghauch +1
Due to the rising number of sophisticated customer functionalities, electronic control units (ECUs) are increasingly integrated into modern automotive systems. However, the high co…
Unsupervised Network Intrusion Detection System for AVTP in Automotive Ethernet Networks
Natasha Alkhatib, Maria Mushtaq, Hadi Ghauch +1
Network Intrusion Detection Systems (NIDSs) are widely regarded as efficient tools for securing in-vehicle networks against diverse cyberattacks. However, since cyberattacks are al…
Dual Optimization for Kolmogorov Model Learning Using Enhanced Gradient Descent
Qiyou Duan, Hadi Ghauch, Taejoon Kim
Data representation techniques have made a substantial contribution to advancing data processing and machine learning (ML). Improving predictive power was the focus of previous rep…
Learning Kolmogorov Models for Binary Random Variables
Hadi Ghauch, Mikael Skoglund, Hossein Shokri-Ghadikolaei +2
We summarize our recent findings, where we proposed a framework for learning a Kolmogorov model, for a collection of binary random variables. More specifically, we derive condition…
A Unified Framework for Training Neural Networks
Hadi Ghauch, Hossein Shokri-Ghadikolaei, Carlo Fischione +1
The lack of mathematical tractability of Deep Neural Networks (DNNs) has hindered progress towards having a unified convergence analysis of training algorithms, in the general sett…