Federated learning improves vulnerability detection F1 for all studied CWE classes compared to isolated local training, with results sensitive to data heterogeneity and framework configuration.
Vulchecker: Graph-based vulnerability localization in source code,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.SE 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
An Empirical Study of Vulnerability Detection using Federated Learning
Federated learning improves vulnerability detection F1 for all studied CWE classes compared to isolated local training, with results sensitive to data heterogeneity and framework configuration.