Author

Jiawei Guo

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#software testing Preprint Aug 2026

POLYFLOW: A Neuro-Symbolic Framework for Static Cross-Language Information Flow Analysis

PolyFlow is a neural-symbolic framework for statically reasoning about information flow across language boundaries, combining large language models (LLMs) and static analysis synergistically, and is cost-effective and superior to various kinds of state-of-the-art baselines.

Haoran Yang, Zhi-Xuan Zhong, Jiawei Guo et al. · 0 citations

#artificial intelligence Review Aug 2026

LLM-Based Agents for Software and Systems Security: Approaches, Applications, and Assessment

A systematic literature review of technical approaches, including agent architecture, perception, memory, reasoning and planning, action space, orchestration, and self-improvement, reveals a field that has built agents able to act but not yet agents whose authority is bounded or whose behavior is auditable.

Jing-Jing Nie, Jiawei Guo, Krishna Meda et al. · 0 citations