Hongyu Zhang
1 indexed paper
Recent (6 mo)
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2026
DeepGuard: Secure Code Generation via Multi-Layer Semantic Aggregation
DeepGuard introduces a novel multi-layer semantic aggregation framework to enhance secure code generation by collecting vulnerability cues from multiple upper layers of LLMs, significantly improving security while maintaining functional correctness.
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Papers
cs.SEcs.AIcs.CRRecentApr 10, 2026
DeepGuard: Secure Code Generation via Multi-Layer Semantic Aggregation
Li Huang, Zhongxin Liu, Yifan Wu, Tao Yin +5 more
DeepGuard introduces a novel multi-layer semantic aggregation framework to enhance secure code generation by collecting vulnerability cues from multiple upper layers of LLMs, significantly improving s…
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