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Towards a Safety Case for Hardware Fault Tolerance in Convolutional Neural Networks Using Activation Range Supervision.

, , , , , , , , and . AISafety@IJCAI, volume 2916 of CEUR Workshop Proceedings, CEUR-WS.org, (2021)

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Structural Coding: A Low-Cost Scheme to Protect CNNs from Large-Granularity Memory Faults., , , , , and . SC, page 85:1-85:17. ACM, (2023)Large-Scale Application of Fault Injection into PyTorch Models -an Extension to PyTorchFI for Validation Efficiency., , , and . DSN-S, page 56-62. IEEE, (2023)BEA: Revisiting anchor-based object detection DNN using Budding Ensemble Architecture., , , , , , , , and . CoRR, (2023)BEA: Revisiting anchor-based object detection DNN using Budding Ensemble Architecture., , , , , , , , and . BMVC, page 792-797. BMVA Press, (2023)DNN Analysis through Synthetic Data Variation., , and . CSCS, page 4:1-4:10. ACM, (2020)Towards a Safety Case for Hardware Fault Tolerance in Convolutional Neural Networks Using Activation Range Supervision., , , , , , , , and . AISafety@IJCAI, volume 2916 of CEUR Workshop Proceedings, CEUR-WS.org, (2021)A Low-Cost Strategic Monitoring Approach for Scalable and Interpretable Error Detection in Deep Neural Networks., , , and . SAFECOMP, volume 14181 of Lecture Notes in Computer Science, page 75-88. Springer, (2023)Hardware Faults that Matter: Understanding and Estimating the Safety Impact of Hardware Faults on Object Detection DNNs., , , , , , and . SAFECOMP, volume 13414 of Lecture Notes in Computer Science, page 298-318. Springer, (2022)