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IEEE · 2019 · DOI 10.1109/ase.2019.000

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Hierarchical Fault Detection and Diagnosis for Transformer Architectures

cs.SE · 2026-04-30 · unverdicted · novelty 6.0

DEFault++ applies hierarchical learning with a Fault Propagation Graph to detect, localize, and diagnose faults in transformers, improving F1 to 0.826-0.909 and developer repair accuracy from 57.1% to 83.3% on a new benchmark of 5,556 mutation-tested runs.

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  • Hierarchical Fault Detection and Diagnosis for Transformer Architectures cs.SE · 2026-04-30 · unverdicted · none · ref 40

    DEFault++ applies hierarchical learning with a Fault Propagation Graph to detect, localize, and diagnose faults in transformers, improving F1 to 0.826-0.909 and developer repair accuracy from 57.1% to 83.3% on a new benchmark of 5,556 mutation-tested runs.