FAHMY Hazem

Main Referenced Co-authors

BRIAND, Lionel (5)

PASTORE, Fabrizio (5)

ATTAOUI, Mohammed Oualid (2)

Bagherzadeh, Mojtaba (1)

Stifter, Thomas (1)

Main Referenced Keywords

DNN Explanation (4); AI (3); Debugging (3); DNN Functional Safety Analysis (3); Heatmaps (2);

Main Referenced Unit & Research Centers

Interdisciplinary Centre for Security, Reliability and Trust (SnT) > Software Verification and Validation Lab (SVV Lab) (4)

ULHPC - University of Luxembourg: High Performance Computing (3)

Interdisciplinary Centre for Security, Reliability and Trust (SnT) > SVV - Software Verification and Validation (2)

Main Referenced Disciplines

Computer science (6)

Publications (total 6)

Search in publications

The most downloaded

272 downloads

FAHMY, H., PASTORE, F., & BRIAND, L. (2022). HUDD: A tool to debug DNNs for safety analysis. In 2022 IEEE/ACM 44th International Conference on Software Engineering. Pittsburgh, PA, United States: ACM/IEEE. doi:10.1145/3510454.3516858 https://hdl.handle.net/10993/50137

The most cited

27 citations (Scopus®)

FAHMY, H., PASTORE, F., Bagherzadeh, M., & BRIAND, L. (May 2021). Supporting DNN Safety Analysis and Retraining through Heatmap-based Unsupervised Learning. IEEE Transactions on Reliability, 70 (4), 1641-1657. doi:10.1109/TR.2021.3074750 https://hdl.handle.net/10993/46838

ATTAOUI, M. O., FAHMY, H., PASTORE, F., & BRIAND, L. (2024). Supporting Safety Analysis of Image-processing DNNs through Clustering-based Approaches. ACM Transactions on Software Engineering and Methodology. doi:10.1145/3643671

https://hdl.handle.net/10993/58139

Peer Reviewed verified by ORBi

Dataset: https://figshare.com/projects/DNN_Explanation_for_Safety_Analysis_an_Empirical_Evaluation_of_Clustering-based_Approaches/157973

FAHMY, H., PASTORE, F., BRIAND, L., & Stifter, T. (2023). Simulator-based explanation and debugging of hazard-triggering events in DNN-based safety-critical systems. ACM Transactions on Software Engineering and Methodology. doi:10.1145/3569935

https://hdl.handle.net/10993/52366

Peer Reviewed verified by ORBi

Dataset: https://doi.org/10.6084/m9.figshare.19467401.v1

FAHMY, H. (2023). Supporting Safety Analysis of Deep Neural Networks with Automated Debugging and Repair [Doctoral thesis, Unilu - University of Luxembourg]. ORBilu-University of Luxembourg. https://orbilu.uni.lu/handle/10993/55149

https://hdl.handle.net/10993/55149

ATTAOUI, M. O., FAHMY, H., PASTORE, F., & BRIAND, L. (2022). Black-box Safety Analysis and Retraining of DNNs based on Feature Extraction and Clustering. ACM Transactions on Software Engineering and Methodology. doi:10.1145/3550271

https://hdl.handle.net/10993/52372

Peer Reviewed verified by ORBi

https://hdl.handle.net/10993/50137

Peer reviewed

https://hdl.handle.net/10993/46838

Peer Reviewed verified by ORBi