Alignment Imprint: Zero-Shot AI-Generated Text Detection via Provable Preference Discrepancy
Junxi Wu · Kailin Huang · Dongjian Hu · Bin Chen · Hao Wu · Shu-Tao Xia · Changliang Zou
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Junxi Wu · Kailin Huang · Dongjian Hu · Bin Chen · Hao Wu · Shu-Tao Xia · Changliang Zou
Xiaoxiao Ma · Kuofeng Gao · Zeyi Lu · Wenxi Jiang · Hao Fang · Hao Wu · Bin Chen · Shu-Tao Xia
Key-Value (KV) caching is widely used in large language models (LLMs) to enable long-context inference efficiently, yet its security implications remain underexplored. We present the first systematic study of how KV cache compression interacts with jailbreak attacks, evaluating four model familie...
Chenxi Qing · Junxi Wu · Zheng Liu · Yixiang Qiu · Hongyao Yu · Bin Chen · Hao Wu · Shu-Tao Xia
Recently, large language models (LLMs) are capable of generating highly fluent textual content. While they offer significant convenience to humans, they also introduce various risks, like phishing and academic dishonesty. Numerous research efforts have been dedicated to developing algorithms for...
Ziang Xu · Wenbo Yu · Hongyao Yu · Hao Fang · Jiawei Kong · Bin Chen · Hao Wu · Shu-Tao Xia · Zhiyong Wu
Ziyi Liu · Hongbao Chu · Hao Wu · Chao Zhang · Xiaoqiang Tang