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Home/Authors/Hongyu Zhang

Hongyu Zhang

2 indexed papers

Recent (6 mo)
2
With code
0
Influential cites
0
Benchmarked
0

Publications per year

2
26

Top categories

ML×1NLP×1Software Eng.×1AI×1Crypto×1

Frequent co-authors

Jian Gu1×
Aldeida Aleti1×
Chunyang Chen1×
Li Huang1×
Zhongxin Liu1×
Yifan Wu1×

Research Timeline

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.

SemRF: A Semantic Reference Frame for Residual-Stream Dynamics in Language Models

This paper introduces Semantic Reference Frames (SemRF), an anchor-based formalism for separating semantic measurement from residual dynamics in language model computation.

Highlighted terms show continued research focus across papers

Papers

cs.LGcs.CLTheoreticalRecentJun 30, 2026

SemRF: A Semantic Reference Frame for Residual-Stream Dynamics in Language Models

Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu Zhang

This paper introduces Semantic Reference Frames (SemRF), an anchor-based formalism for separating semantic measurement from residual dynamics in language model computation.

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cs.SEcs.AIcs.CRRecent
Apr 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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