XiangRui Zhang
2 indexed papers
Recent (6 mo)
2With code
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226
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Crypto×2AI×1Software Eng.×1
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2026
Implicit Patterns in LLM-Based Binary Analysis
This paper analyzes large-scale reasoning traces from LLM-based binary vulnerability analysis, identifying four structured, token-level implicit patterns that govern how LLMs explore code paths.
Feedback-Driven Execution for LLM-Based Binary Analysis
The paper introduces FORGE, a feedback-driven execution system that improves LLM-based binary analysis by interleaving reasoning and tool interaction, achieving high-quality vulnerability discovery on complex firmware binaries.
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Papers
cs.CRRecentApr 16, 2026
Feedback-Driven Execution for LLM-Based Binary Analysis
The paper introduces FORGE, a feedback-driven execution system that improves LLM-based binary analysis by interleaving reasoning and tool interaction, achieving high-quality vulnerability discovery on…
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cs.AIcs.CRcs.SERecentMar 19, 2026