MARGIN uses von Mises-Fisher concentration to dynamically adjust geometric regularization, aligning embedding distributions with Voronoi cells for more stable decision boundaries in imbalanced vulnerability detection.
Livable: Exploring long-tailed classification of software vulnerability types
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
baseline 1
citation-polarity summary
fields
cs.SE 1years
2026 1verdicts
UNVERDICTED 1roles
baseline 1polarities
baseline 1representative citing papers
citing papers explorer
-
MARGIN: Margin-Aware Regularized Geometry for Imbalanced Vulnerability Detection
MARGIN uses von Mises-Fisher concentration to dynamically adjust geometric regularization, aligning embedding distributions with Voronoi cells for more stable decision boundaries in imbalanced vulnerability detection.