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

557 downloads

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

The most cited

31 citations (OpenAlex)

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

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

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

Peer reviewed

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

Peer Reviewed verified by ORBi