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pro vyhledávání: '"Zhou, Xuebing"'
In this work, we introduce PII-Scope, a comprehensive benchmark designed to evaluate state-of-the-art methodologies for PII extraction attacks targeting LLMs across diverse threat settings. Our study provides a deeper understanding of these attacks b
Externí odkaz:
http://arxiv.org/abs/2410.06704
Autor:
Li, Haoran, Fan, Wei, Chen, Yulin, Cheng, Jiayang, Chu, Tianshu, Zhou, Xuebing, Hu, Peizhao, Song, Yangqiu
Privacy research has attracted wide attention as individuals worry that their private data can be easily leaked during interactions with smart devices, social platforms, and AI applications. Computer science researchers, on the other hand, commonly s
Externí odkaz:
http://arxiv.org/abs/2408.10053
Autor:
Frikha, Ahmed, Walha, Nassim, Mendes, Ricardo, Nakka, Krishna Kanth, Jiang, Xue, Zhou, Xuebing
This work addresses the timely yet underexplored problem of performing inference and finetuning of a proprietary LLM owned by a model provider entity on the confidential/private data of another data owner entity, in a way that ensures the confidentia
Externí odkaz:
http://arxiv.org/abs/2407.02960
Autor:
Frikha, Ahmed, Walha, Nassim, Nakka, Krishna Kanth, Mendes, Ricardo, Jiang, Xue, Zhou, Xuebing
In this work, we address the problem of text anonymization where the goal is to prevent adversaries from correctly inferring private attributes of the author, while keeping the text utility, i.e., meaning and semantics. We propose IncogniText, a tech
Externí odkaz:
http://arxiv.org/abs/2407.02956
The latest and most impactful advances in large models stem from their increased size. Unfortunately, this translates into an improved memorization capacity, raising data privacy concerns. Specifically, it has been shown that models can output person
Externí odkaz:
http://arxiv.org/abs/2407.02943
Autor:
Chen, Yong, Zhou, Xuebing, Tang, Cuiping, Zang, Xiaoya, Guan, Jinan, Lu, Jingsheng, Liang, Deqing
Publikováno v:
In Chemical Engineering Journal 15 October 2024 498
Autor:
Shen, Xiaodong, Li, Yang, Shen, Long, Zeng, Wenjing, Zhou, Xuebing, He, Juan, Yin, Zhenyuan, Zhang, Yinde, Wang, Xiaoguang
Publikováno v:
In Energy 1 September 2024 302
Publikováno v:
In Separation and Purification Technology 19 February 2025 354 Part 3
Publikováno v:
In Fluid Phase Equilibria January-February 2025 588
Publikováno v:
In Fluid Phase Equilibria August 2024 583