DeepRace applies a CNN with class activation mapping to detect data race bugs at file level (81-86% accuracy) and localize buggy lines (66% IoU) on OpenMP and POSIX datasets of over 13,000 files.
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DeepRace: Finding Data Race Bugs via Deep Learning
DeepRace applies a CNN with class activation mapping to detect data race bugs at file level (81-86% accuracy) and localize buggy lines (66% IoU) on OpenMP and POSIX datasets of over 13,000 files.