SynTF: Synthetic and Differentially Private Term Frequency Vectors for Privacy-Preserving Text Mining

2 May 2018

Papers citing "SynTF: Synthetic and Differentially Private Term Frequency Vectors for Privacy-Preserving Text Mining"

25 / 25 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 78 3 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 53 0 0 28 Mar 2025
Investigating User Perspectives on Differentially Private Text Privatization Stephen Meisenbacher Alexandra Klymenko Alexander Karpp Florian Matthes 61 0 0 12 Mar 2025
Thinking Outside of the Differential Privacy Box: A Case Study in Text Privatization with Language Model Prompting Stephen Meisenbacher Florian Matthes 34 2 0 01 Oct 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 56 4 0 30 May 2024
Words Blending Boxes. Obfuscating Queries in Information Retrieval using Differential Privacy Francesco Luigi De Faveri G. Faggioli Nicola Ferro AAML 49 0 0 15 May 2024
$1-Diffractor: Efficient and Utility-Preserving Text Obfuscation Leveraging Word-Level Metric Differential Privacy$ 1-Diffractor: Efficient and Utility-Preserving Text Obfuscation Leveraging Word-Level Metric Differential Privacy Stephen Meisenbacher Maulik Chevli Florian Matthes 50 6 0 02 May 2024
Silencing the Risk, Not the Whistle: A Semi-automated Text Sanitization Tool for Mitigating the Risk of Whistleblower Re-Identification Dimitri Staufer Frank Pallas Bettina Berendt 38 3 0 02 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 36 8 0 04 Apr 2024
DP-Forward: Fine-tuning and Inference on Language Models with Differential Privacy in Forward Pass Minxin Du Xiang Yue Sherman S. M. Chow Tianhao Wang Chenyu Huang Huan Sun SILM 37 59 0 13 Sep 2023
Guiding Text-to-Text Privatization by Syntax Stefan Arnold Dilara Yesilbas Sven Weinzierl 30 8 0 02 Jun 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 63 79 0 25 Oct 2022
Differentially Private Language Models for Secure Data Sharing Justus Mattern Zhijing Jin Benjamin Weggenmann Bernhard Schoelkopf Mrinmaya Sachan SyDa 19 47 0 25 Oct 2022
I still know it's you! On Challenges in Anonymizing Source Code Micha Horlboge Erwin Quiring R. Meyer Konrad Rieck 16 2 0 26 Aug 2022
Differential Privacy in Natural Language Processing: The Story So Far Oleksandra Klymenko Stephen Meisenbacher Florian Matthes 36 15 0 17 Aug 2022
The Limits of Word Level Differential Privacy Justus Mattern Benjamin Weggenmann Florian Kerschbaum 16 48 0 02 May 2022
Differential Privacy for Text Analytics via Natural Text Sanitization Xiang Yue Minxin Du Tianhao Wang Yaliang Li Huan Sun Sherman S. M. Chow 26 84 0 02 Jun 2021
Natural Language Understanding with Privacy-Preserving BERT Chen Qu Weize Kong Liu Yang Mingyang Zhang Michael Bendersky Marc Najork 25 71 0 15 Apr 2021
Online publication of court records: circumventing the privacy-transparency trade-off T. Allard Louis Béziaud Sébastien Gambs 18 4 0 03 Jul 2020
Leveraging Hierarchical Representations for Preserving Privacy and Utility in Text Oluwaseyi Feyisetan Tom Diethe Thomas Drake 29 74 0 20 Oct 2019
Privacy- and Utility-Preserving Textual Analysis via Calibrated Multivariate Perturbations Oluwaseyi Feyisetan Borja Balle Thomas Drake Tom Diethe 20 151 0 20 Oct 2019
ER-AE: Differentially Private Text Generation for Authorship Anonymization Haohan Bo Steven H. H. Ding Benjamin C. M. Fung Farkhund Iqbal DeLMO 39 38 0 20 Jul 2019
Privacy-Preserving Classification of Personal Text Messages with Secure Multi-Party Computation: An Application to Hate-Speech Detection Martine De Cock Ariel Todoki Rafael Dowsley Devin Reich Anderson C. A. Nascimento 6 44 0 05 Jun 2019
Generalised Differential Privacy for Text Document Processing Natasha Fernandes Mark Dras Annabelle McIver 27 107 0 26 Nov 2018
Author Obfuscation Using Generalised Differential Privacy Natasha Fernandes Mark Dras Annabelle McIver 8 9 0 22 May 2018