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Author

Varun Gadey

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#machine learning Preprint Oct 2026

SEEK: Agentic Knowledge Graph Retrieval for Secure Code Generation

SIEK is proposed, an agentic Graph RAG framework for secure code generation that constructs a security knowledge graph using the Common Weakness Enumeration (CWE) taxonomy as its structural backbone and injects it with curated real-world CVE vulnerability-fix instances.

Varun Gadey, Markus Tohn, Li-Chao Wu et al. · 0 citations
#machine learning Preprint Sep 2026

CodePoisonRAG: Knowledge Poisoning Attacks on Retrieval-Augmented Code Generation

This work introduces CodePoisonRAG, a targeted upstream knowledge-poisoning framework that transforms benign fixed-code entries into poisoned artifacts and shows that RACG poisoning extends beyond the incidental propagation of existing vulnerabilities to the targeted construction and propagation of attacker-selected we...

Varun Gadey, Ziad Marey, Alexandra Dmitrienko · 1 citation

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