2 papers
cs.SE2026
MARGIN: Margin-Aware Regularized Geometry for Imbalanced Vulnerability Detection
Yuteng Zhang, Huifang Ma, Jiahui Wei +2
Software vulnerability detection is critical for ensuring software security and reliability. Despite recent advances in deep learning, real-world vulnerability datasets suffer from…
cs.CV2026
UniShield: Unified Face Attack Detection via KG-Informed Multimodal Reasoning
Hongrui Li, Yichen Shi, Hongyang Wang +4
Unified face attack detection (UAD) requires recognizing physical spoofing and digital forgery within a shared decision space, yet existing discriminative or prompt-based methods l…