Phan The Duy

Red-MIRROR is a novel multi-agent LLM system that automates complex web penetration testing by integrating a memory-reflection backbone, achieving superior performance on industry benchmarks.

ORACAL, a novel multimodal framework, achieves state-of-the-art smart contract vulnerability detection by integrating control, data, and call graphs with causal reasoning and LLM-enhanced explainability.

ContractShield is a robust multimodal framework that uses a novel three-level fusion mechanism to accurately detect multiple types of vulnerabilities in obfuscated smart contracts, significantly outperforming existing methods under adversarial conditions.

PoC-Adapt is an end-to-end framework that significantly improves the reliability and efficiency of automated vulnerability exploitation by integrating semantic state validation and reinforcement learning-driven policy adaptation.