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Repairs and Breaks Prediction for Deep Neural Networks
With the increasing prevalence of software incorporating deep neural networks (DNNs), quality assurance for these software systems has …
Yuta Ishimoto, Masanari Kondo, Lei Ma, Naoyasu Ubayashi, Yasutaka Kamei
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Repairs and Breaks Prediction for Deep Neural Networks
PAFL: Probabilistic Automaton-based Fault Localization for Recurrent Neural Networks
Context: If deep learning models in safety–critical systems misbehave, serious accidents may occur. Previous studies have proposed …
Yuta Ishimoto, Masanari Kondo, Naoyasu Ubayashi, Yasutaka Kamei
Cite DOI Code
PAFL: Probabilistic Automaton-based Fault Localization for Recurrent Neural Networks