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Mitigating The Effect of Class Imbalance in Data with Hierarchical and Dependable Structure

arXiv cs.LG · 2026-07-15 Cached

Proposes a Hierarchy-Aware RoBERTa framework for classifying cybersecurity vulnerabilities in the CWE taxonomy, demonstrating that hierarchy-aware representation learning is more effective than oversampling techniques for handling class imbalance.

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