Rounding-Guided Backdoor Injection in Deep Learning Model Quantization
Xiangxiang Chen · Peixin Zhang · Jun Sun · Wenhai Wang · Jingyi Wang
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Xiangxiang Chen · Peixin Zhang · Jun Sun · Wenhai Wang · Jingyi Wang
Tong Ye · Tengfei Ma · Xuhong Zhang · Hang Yu · Jianwei Yin · Wenhai Wang
Zhanhang Xiong · Dongxia Wang · Yuekang Li · Xinyuan An · Wenhai Wang
Haonan Zhang · Dongxia Wang · Yi Liu · Kexin Chen · Wenhai Wang
Safety-aligned LLMs suffer from two failure modes: jailbreak (responding to harmful inputs) and over-refusal (declining benign queries). Existing vector steering methods adjust the magnitude of answer vectors, but this creates a fundamental trade-off—reducing jailbreak increases over-refusal and...
Shize Zhou · Peiyu Liu · Lirong Fu · Tong Ye · Wenhai Wang
Binary Code Similarity Detection (BCSD) plays a vital role in various security applications, including vulnerability identification, malware analysis, and code plagiarism detection. With the growing adoption of deep neural networks (DNNs), substantial progress has been made in recognizing and cla...
Xinyuan An · Liu Xiaoxia · Dongxia Wang · Zhanhang Xiong · Wenhai Wang
Recently, there is an emerging trend of using Large Language Models (LLMs) to generate Programmable Logic Controller (PLC) code automatically, resulting in commercialized products such as Siemens Industrial Copilots. While such LLM-driven products have the potential to transform the way control e...
Tong Ye · Hang Yu · Tengfei Ma · Xuhong Zhang · Jianguo Li · Peng Di · Peiyu Liu · Jianwei Yin · Wenhai Wang