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01/31/2023
DNN Explanation for Safety Analysis: an Empirical Evaluation of Clustering-based Approaches
The adoption of deep neural networks (DNNs) in safety-critical contexts ...
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10/15/2022
HUDD: A tool to debug DNNs for safety analysis
We present HUDD, a tool that supports safety analysis practices for syst...
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04/01/2022
Simulator-based explanation and debugging of hazard-triggering events in DNN-based safety-critical systems
When Deep Neural Networks (DNNs) are used in safety-critical systems, en...
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01/13/2022
Black-box Safety Analysis and Retraining of DNNs based on Feature Extraction and Clustering
Deep neural networks (DNNs) have demonstrated superior performance over ...
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02/03/2020