Author

Yu-Ru Pan

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Jul 2026

FORGE: Research-Trajectory Hijacking Attacks on Deep Research Agents

This work presents FORGE (Fabricated Orchestrated Reasoning chain for aGent Exploitation), a two-level attack that combines intra-document reasoning fabrication with inter-document chain coordination to hijack subtask planning.

Yu-Ru Pan, Ziheng Zhang, Junxiang Lei et al. · arXiv.org · 1 citation

Preprint Jul 2026

Detecting Vulnerability-Inducing Commits via Multi-Stage Reasoning with LLM-Based Agents

VIC-RAGENT is proposed, an LLM-based multi-agent framework for effective and explainable vulnerability detection that employs a multi-stage reasoning process that progressively refines candidate vulnerabilities through preliminary inspection, reanalysis, and a final decision stage.

Liyou Chen, Hailong Sun, Xiang Gao et al. · 0 citations