Leveraging Hierarchical Representations for Preserving Privacy and Utility in Text

20 October 2019

Papers citing "Leveraging Hierarchical Representations for Preserving Privacy and Utility in Text"

14 / 14 papers shown

Title
Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks? Hao Du Shang Liu Yang Cao AAML 55 0 0 28 Apr 2025
Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions Hao Du Shang Liu Lele Zheng Yang Cao Atsuyoshi Nakamura Lei Chen AAML 114 3 0 21 Dec 2024
Reconstruction of Differentially Private Text Sanitization via Large Language Models Shuchao Pang Zhigang Lu Haoran Wang Peng Fu Yongbin Zhou Minhui Xue AAML 61 4 0 16 Oct 2024
A Different Level Text Protection Mechanism With Differential Privacy Qingwen Fu 41 0 0 05 Sep 2024
TAROT: Task-Oriented Authorship Obfuscation Using Policy Optimization Methods Gabriel Loiseau Damien Sileo Damien Riquet Maxime Meyer Marc Tommasi 46 0 0 31 Jul 2024
DP-BART for Privatized Text Rewriting under Local Differential Privacy Timour Igamberdiev Ivan Habernal 23 17 0 15 Feb 2023
Differentially Private Natural Language Models: Recent Advances and Future Directions Lijie Hu Ivan Habernal Lei Shen Di Wang AAML 30 18 0 22 Jan 2023
Synthetic Text Generation with Differential Privacy: A Simple and Practical Recipe Xiang Yue Huseyin A. Inan Xuechen Li Girish Kumar Julia McAnallen Hoda Shajari Huan Sun David Levitan Robert Sim 58 79 0 25 Oct 2022
Differential Privacy in Natural Language Processing: The Story So Far Oleksandra Klymenko Stephen Meisenbacher Florian Matthes 34 15 0 17 Aug 2022
You Are What You Write: Preserving Privacy in the Era of Large Language Models Richard Plant V. Giuffrida Dimitra Gkatzia PILM 38 19 0 20 Apr 2022
The Text Anonymization Benchmark (TAB): A Dedicated Corpus and Evaluation Framework for Text Anonymization Ildikó Pilán Pierre Lison Lilja Ovrelid Anthia Papadopoulou David Sánchez Montserrat Batet AILaw 32 78 0 25 Jan 2022
BRR: Preserving Privacy of Text Data Efficiently on Device Ricardo Silva Carvalho Theodore Vasiloudis Oluwaseyi Feyisetan 22 7 0 16 Jul 2021
On a Utilitarian Approach to Privacy Preserving Text Generation Zekun Xu Abhinav Aggarwal Oluwaseyi Feyisetan Nathanael Teissier 37 24 0 23 Apr 2021
A Differentially Private Text Perturbation Method Using a Regularized Mahalanobis Metric Zekun Xu Abhinav Aggarwal Oluwaseyi Feyisetan Nathanael Teissier 11 54 0 22 Oct 2020