Author

Tao Xiao

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Preprint Jul 2026

Exploring the Potential of Program Flowcharts on Code Generation Using Multimodal LLMs

In recent years, Large Language Models (LLMs) have made significant strides, leading to the emergence of multimodal LLMs capable of processing diverse inputs such as images and audio. Previous research indicates that the supply of multimodal LLMs with combined textual and visual information improves the automatic code...

Yuki Toi, Tao Xiao, Kazushi Tomoto et al. · 0 citations

Jul 2026

Directed Symbolic Execution for Vulnerability Discovery: An LLM-Guided Approach in KLEE

KLEECopilot, a Large Language Model-guided directed symbolic execution approach built on KLEE, exhibits only marginal sensitivity to model scale, supporting the efficacy of integrating security semantics and loop-exit prioritization.

Lingfeng Chen, Tao Xiao, Masanari Kondo et al. · arXiv.org · 0 citations