3 papers
cs.SE2026
Dynasto: Validity-Aware Dynamic-Static Parameter Optimization for Autonomous Driving Testing
Dmytro Humeniuk, Mohammad Hamdaqa, Houssem Ben Braiek +2
Extensive simulation-based testing is important for assuring the safety of autonomous driving systems (ADS). However, generating safety-critical traffic scenarios remains challengi…
cs.LG2024
Trimming the Risk: Towards Reliable Continuous Training for Deep Learning Inspection Systems
Altaf Allah Abbassi, Houssem Ben Braiek, Foutse Khomh +1
The industry increasingly relies on deep learning (DL) technology for manufacturing inspections, which are challenging to automate with rule-based machine vision algorithms. DL-pow…
cs.LG2024
Machine Learning Robustness: A Primer
Houssem Ben Braiek, Foutse Khomh
This chapter explores the foundational concept of robustness in Machine Learning (ML) and its integral role in establishing trustworthiness in Artificial Intelligence (AI) systems.…