DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting

22 August 2022

Papers citing "DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting"

16 / 16 papers shown

Title
A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage Rui Xin Niloofar Mireshghallah Shuyue Stella Li Michael Duan Hyunwoo Kim Yejin Choi Yulia Tsvetkov Sewoong Oh Pang Wei Koh 71 1 0 28 Apr 2025
Spend Your Budget Wisely: Towards an Intelligent Distribution of the Privacy Budget in Differentially Private Text Rewriting Stephen Meisenbacher Chaeeun Joy Lee Florian Matthes 46 0 0 28 Mar 2025
On the Impact of Noise in Differentially Private Text Rewriting Stephen Meisenbacher Maulik Chevli Florian Matthes 58 0 0 31 Jan 2025
Private Language Models via Truncated Laplacian Mechanism Tianhao Huang Tao Yang Ivan Habernal Lijie Hu Di Wang 20 1 0 10 Oct 2024
KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server Wenhao Wang Xiaoyu Liang Rui Ye Jingyi Chai Siheng Chen Yanfeng Wang SyDa 21 3 0 08 Oct 2024
Characterizing Stereotypical Bias from Privacy-preserving Pre-Training Stefan Arnold Rene Gröbner Annika Schreiner 29 0 0 30 Jun 2024
IDT: Dual-Task Adversarial Attacks for Privacy Protection Pedro Faustini Shakila Mahjabin Tonni Annabelle McIver Qiongkai Xu Mark Dras SILM AAML 44 0 0 28 Jun 2024
NAP^2: A Benchmark for Naturalness and Privacy-Preserving Text Rewriting by Learning from Human Shuo Huang William MacLean Xiaoxi Kang Anqi Wu Lizhen Qu Qiongkai Xu Zhuang Li Xingliang Yuan Gholamreza Haffari 30 0 0 06 Jun 2024
Just Rewrite It Again: A Post-Processing Method for Enhanced Semantic Similarity and Privacy Preservation of Differentially Private Rewritten Text Stephen Meisenbacher Florian Matthes 37 0 0 30 May 2024
A Comparative Analysis of Word-Level Metric Differential Privacy: Benchmarking The Privacy-Utility Trade-off Stephen Meisenbacher Nihildev Nandakumar Alexandra Klymenko Florian Matthes 29 8 0 04 Apr 2024
Grounding Foundation Models through Federated Transfer Learning: A General Framework Yan Kang Tao Fan Hanlin Gu Xiaojin Zhang Lixin Fan Qiang Yang AI4CE 68 19 0 29 Nov 2023
Trade-Offs Between Fairness and Privacy in Language Modeling Cleo Matzken Steffen Eger Ivan Habernal SILM 36 6 0 24 May 2023
Crowdsourcing on Sensitive Data with Privacy-Preserving Text Rewriting Nina Mouhammad Johannes Daxenberger Benjamin Schiller Ivan Habernal 22 2 0 06 Mar 2023
DP-BART for Privatized Text Rewriting under Local Differential Privacy Timour Igamberdiev Ivan Habernal 15 17 0 15 Feb 2023
Differentially Private Natural Language Models: Recent Advances and Future Directions Lijie Hu Ivan Habernal Lei Shen Di Wang AAML 13 18 0 22 Jan 2023
Privacy-Preserving Models for Legal Natural Language Processing Ying Yin Ivan Habernal PILM AILaw 4 8 0 05 Nov 2022