| 2026 | ACL | PROMPRINT: Prompt Fingerprinting via First-Token Response for LLM App Cloning Detection. | Jungmin Lee, Peizhuo Lv, Yeonjoon Lee |
| 2026 | ACL | ReasMark: A Robust Watermark for Attributing LLM Reasoning Under Knowledge Distillation Attacks. | Peizhuo Lv, Ruihua Zhou, Yunpeng Li, Ruigang Liang, Xingshuo Han, XiaoFeng Wang, Wei Dong, Yuling Liu |
| 2025 | AAAI | RepeatLeakage: Leak Prompts from Repeating as Large Language Model Is a Good Repeater. | Yu Peng, Lijie Zhang, Peizhuo Lv, Kai Chen |
| 2025 | CCS | RAG-WM: An Efficient Black-Box Watermarking Approach for Retrieval-Augmented Generation of Large Language Models. | Peizhuo Lv, Mengjie Sun, Hao Wang, XiaoFeng Wang, Shengzhi Zhang, Yuxuan Chen, Kai Chen, Limin Sun |
| 2025 | ICASSP | A Model Stealing Attack Against Multi-Exit Networks. | Pan Li, Peizhuo Lv, Kai Chen, Shengzhi Zhang, Yuling Cai, Fan Xiang |
| 2025 | KDD | An Efficient White-box LLM Watermarking for IP Protection on Online Market Platforms. | Shuguang Yuan, Xingyu Su, Peizhuo Lv, Weiji Xue, Jing Yu, Xiaojie Zhu, Chi Chen |
| 2024 | AAAI | DataElixir: Purifying Poisoned Dataset to Mitigate Backdoor Attacks via Diffusion Models. | Jiachen Zhou, Peizhuo Lv, Yibing Lan, Guozhu Meng, Kai Chen, Hualong Ma |
| 2024 | NDSS | SSL-WM: A Black-Box Watermarking Approach for Encoders Pre-trained by Self-Supervised Learning. | Peizhuo Lv, Pan Li, Shenchen Zhu, Shengzhi Zhang, Kai Chen, Ruigang Liang, Chang Yue, Fan Xiang, Yuling Cai, Hualong Ma, Yingjun Zhang, Guozhu Meng |
| 2024 | RAID | KGDist: A Prompt-Based Distillation Attack against LMs Augmented with Knowledge Graphs. | Hualong Ma, Peizhuo Lv, Kai Chen, Jiachen Zhou |
| 2024 | SP | MEA-Defender: A Robust Watermark against Model Extraction Attack. | Peizhuo Lv, Hualong Ma, Kai Chen, Jiachen Zhou, Shengzhi Zhang, Ruigang Liang, Shenchen Zhu, Pan Li, Yingjun Zhang |
| 2023 | ECAI | Invisible Backdoor Attacks Using Data Poisoning in Frequency Domain. | Chang Yue, Peizhuo Lv, Ruigang Liang, Kai Chen |