Using a corpus of 5542 fault-injected traces from 38 DL programs, the study finds a 0.19 balanced accuracy gap in fault diagnosis between within-program and cross-program evaluation caused by program-specific feature structures.
Deepfd: Automated fault diagnosis and localization for deep learning programs,
2 Pith papers cite this work. Polarity classification is still indexing.
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An empirical study characterizing training-dynamics patterns in MLP-based software defect predictors under coupled class imbalance and overlap conditions via controlled interventions on UBD datasets.
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Evaluation-Strategy Gap in Fault Diagnosis of Deep Learning Programs
Using a corpus of 5542 fault-injected traces from 38 DL programs, the study finds a 0.19 balanced accuracy gap in fault diagnosis between within-program and cross-program evaluation caused by program-specific feature structures.
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Training Dynamics of Neural Software Defect Predictors under Coupled Data-Quality Issues
An empirical study characterizing training-dynamics patterns in MLP-based software defect predictors under coupled class imbalance and overlap conditions via controlled interventions on UBD datasets.