Towards Privacy-Preserving LLM Inference via Collaborative Obfuscation (Technical Report)
Authors: Yu Lin, Qizhi Zhang, Wenqiang Ruan, Daode Zhang, Jue Hong, Ye Wu, Hanning Xia, Yunlong Mao, Sheng Zhong | Published: 2026-03-02
Disabling Safety Mechanisms of LLM
Assessing Deanonymization Risks with Stylometry-Assisted LLM Agent
Authors: Boyang Zhang, Yang Zhang | Published: 2026-02-26
Stop Tracking Me! Proactive Defense Against Attribute Inference Attack in LLMs
Authors: Dong Yan, Jian Liang, Ran He, Tieniu Tan | Published: 2026-02-12
A Behavioral Fingerprint for Large Language Models: Provenance Tracking via Refusal Vectors
Authors: Zhenyu Xu, Victor S. Sheng | Published: 2026-02-10
Know Thy Enemy: Securing LLMs Against Prompt Injection via Diverse Data Synthesis and Instruction-Level Chain-of-Thought Learning
Authors: Zhiyuan Chang, Mingyang Li, Yuekai Huang, Ziyou Jiang, Xiaojun Jia, Qian Xiong, Junjie Wang, Zhaoyang Li, Qing Wang | Published: 2026-01-08
Adversarial Contrastive Learning for LLM Quantization Attacks
Authors: Dinghong Song, Zhiwei Xu, Hai Wan, Xibin Zhao, Pengfei Su, Dong Li | Published: 2026-01-06
EquaCode: A Multi-Strategy Jailbreak Approach for Large Language Models via Equation Solving and Code Completion
Authors: Zhen Liang, Hai Huang, Zhengkui Chen | Published: 2025-12-29
Odysseus: Jailbreaking Commercial Multimodal LLM-integrated Systems via Dual Steganography
Authors: Songze Li, Jiameng Cheng, Yiming Li, Xiaojun Jia, Dacheng Tao | Published: 2025-12-23
Can LLMs Make (Personalized) Access Control Decisions?
Authors: Friederike Groschupp, Daniele Lain, Aritra Dhar, Lara Magdalena Lazier, Srdjan Čapkun | Published: 2025-11-25
Understanding and Mitigating Over-refusal for Large Language Models via Safety Representation
Authors: Junbo Zhang, Ran Chen, Qianli Zhou, Xinyang Deng, Wen Jiang | Published: 2025-11-24