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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Yu-Jia Luo

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Open access Jul 2026

LLM-Enhanced Evolutionary Dependency Graphs: A System Approach to Precise Vulnerability Propagation Tracking

The LLM-Enhanced Component Dependency Evolution Graph (CDEG) framework is proposed, a hybrid representation that fuses structural features extracted by Tree-sitter with semantic embeddings derived from a fine-tuned LLM, effectively distinguishing backported patches from code refactoring.

Yuan-Jun Gao, Hong-Zhou Wu, Yu-Jia Luo et al. · 0 citations

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