The Limits of Word Level Differential Privacy

2 May 2022

Papers citing "The Limits of Word Level Differential Privacy"

40 / 40 papers shown

Title
Synopsis: Secure and private trend inference from encrypted semantic embeddings Madelyne Xiao Palak Jain Micha Gorelick Sarah Scheffler 319 0 0 29 May 2025
Personalized Author Obfuscation with Large Language Models Mohammad Shokri Sarah Ita Levitan Rivka Levitan 45 0 0 17 May 2025
Improved Algorithms for Differentially Private Language Model Alignment Keyu Chen Hao Tang Qinglin Liu Yizhao Xu 52 0 0 13 May 2025
Inspecting the Representation Manifold of Differentially-Private Text Stefan Arnold 68 0 0 19 Mar 2025
Empirical Calibration and Metric Differential Privacy in Language Models Pedro Faustini Natasha Fernandes Annabelle McIver Mark Dras 95 0 0 18 Mar 2025
Synthesizing Privacy-Preserving Text Data via Finetuning without Finetuning Billion-Scale LLMs Bowen Tan Zheng Xu Eric P. Xing Zhiting Hu Shanshan Wu SyDa 154 3 0 16 Mar 2025
Investigating User Perspectives on Differentially Private Text Privatization Stephen Meisenbacher Alexandra Klymenko Alexander Karpp Florian Matthes 89 0 0 12 Mar 2025
DP-GTR: Differentially Private Prompt Protection via Group Text Rewriting Mingchen Li Heng Fan Song Fu Junhua Ding Yunhe Feng 77 0 0 06 Mar 2025
On the Impact of Noise in Differentially Private Text Rewriting Stephen Meisenbacher Maulik Chevli Florian Matthes 100 0 0 31 Jan 2025
Enhancing Privacy in the Early Detection of Sexual Predators Through Federated Learning and Differential Privacy Khaoula Chehbouni Martine De Cock Gilles Caporossi Afaf Taik Reihaneh Rabbany G. Farnadi 151 1 0 21 Jan 2025
$d_X$ -Privacy for Text and the Curse of Dimensionality Hassan Jameel Asghar Robin Carpentier B. Zhao Dali Kaafar 163 1 0 21 Nov 2024
Preempting Text Sanitization Utility in Resource-Constrained Privacy-Preserving LLM Interactions Robin Carpentier B. Zhao Hassan Jameel Asghar Dali Kaafar 130 1 0 18 Nov 2024
Reconstruction of Differentially Private Text Sanitization via Large Language Models Shuchao Pang Zhigang Lu Haoran Wang Peng Fu Yongbin Zhou Minhui Xue AAML 137 5 0 16 Oct 2024
Evaluating Differentially Private Synthetic Data Generation in High-Stakes Domains Krithika Ramesh Nupoor Gandhi Pulkit Madaan Lisa Bauer Charith Peris Anjalie Field SyDa 72 2 0 10 Oct 2024
Private Language Models via Truncated Laplacian Mechanism Tianhao Huang Tao Yang Ivan Habernal Lijie Hu Di Wang 64 1 0 10 Oct 2024
DiDOTS: Knowledge Distillation from Large-Language-Models for Dementia Obfuscation in Transcribed Speech Dominika Woszczyk Soteris Demetriou 73 0 0 05 Oct 2024
Thinking Outside of the Differential Privacy Box: A Case Study in Text Privatization with Language Model Prompting Stephen Meisenbacher Florian Matthes 59 3 0 01 Oct 2024
TAROT: Task-Oriented Authorship Obfuscation Using Policy Optimization Methods Gabriel Loiseau Damien Sileo Damien Riquet Maxime Meyer Marc Tommasi 72 0 0 31 Jul 2024
Characterizing Stereotypical Bias from Privacy-preserving Pre-Training Stefan Arnold Rene Gröbner Annika Schreiner 76 0 0 30 Jun 2024
A Collocation-based Method for Addressing Challenges in Word-level Metric Differential Privacy Stephen Meisenbacher Maulik Chevli Florian Matthes 60 2 0 30 Jun 2024
DP-MLM: Differentially Private Text Rewriting Using Masked Language Models Stephen Meisenbacher Maulik Chevli Juraj Vladika Florian Matthes 78 8 0 30 Jun 2024
The Fire Thief Is Also the Keeper: Balancing Usability and Privacy in Prompts Zhili Shen Zihang Xi Ying He Wei Tong Jingyu Hua Sheng Zhong SILM 86 8 0 20 Jun 2024
NAP^2: A Benchmark for Naturalness and Privacy-Preserving Text Rewriting by Learning from Human Shuo Huang William MacLean Xiaoxi Kang Qiongkai Xu Zhuang Li Xingliang Yuan Zhuang Li Lizhen Qu 136 0 0 06 Jun 2024
PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration Huiping Zhuang Jianwei Wang Zhengdong Lu Huiping Zhuang Haoran Li Huiping Zhuang Cen Chen RALM KELM 125 8 0 03 Jun 2024
Delving into Differentially Private Transformer Youlong Ding Xueyang Wu Yining Meng Yonggang Luo Hao Wang Weike Pan 130 5 0 28 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 61 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 77 9 0 04 Apr 2024
Differentially Private Synthetic Data via Foundation Model APIs 2: Text Chulin Xie Zinan Lin A. Backurs Sivakanth Gopi Da Yu ... Haotian Jiang Huishuai Zhang Yin Tat Lee Yue Liu Sergey Yekhanin SyDa 111 44 0 04 Mar 2024
ConfusionPrompt: Practical Private Inference for Online Large Language Models Peihua Mai Ran Yan Rui Ye Youjia Yang Yinchuan Li Yan Pang 64 2 0 30 Dec 2023
DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer Junyuan Hong Jiachen T. Wang Chenhui Zhang Zhangheng Li Yue Liu Zhangyang Wang 123 39 0 27 Nov 2023
Locally Differentially Private Document Generation Using Zero Shot Prompting Saiteja Utpala Sara Hooker Pin-Yu Chen 53 39 0 24 Oct 2023
Disentangling the Linguistic Competence of Privacy-Preserving BERT Stefan Arnold Nils Kemmerzell Annika Schreiner 77 0 0 17 Oct 2023
Defending Against Authorship Identification Attacks Haining Wang 56 2 0 02 Oct 2023
Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation Xinyu Tang Richard Shin Huseyin A. Inan Andre Manoel Fatemehsadat Mireshghallah Zinan Lin Sivakanth Gopi Janardhan Kulkarni Robert Sim 120 60 0 21 Sep 2023
Guiding Text-to-Text Privatization by Syntax Stefan Arnold Dilara Yesilbas Sven Weinzierl 49 9 0 02 Jun 2023
DP-BART for Privatized Text Rewriting under Local Differential Privacy Timour Igamberdiev Ivan Habernal 91 18 0 15 Feb 2023
Differentially Private Natural Language Models: Recent Advances and Future Directions Lijie Hu Ivan Habernal Lei Shen Di Wang AAML 92 19 0 22 Jan 2023
Differentially Private Language Models for Secure Data Sharing Justus Mattern Zhijing Jin Benjamin Weggenmann Bernhard Schoelkopf Mrinmaya Sachan SyDa 104 52 0 25 Oct 2022
I still know it's you! On Challenges in Anonymizing Source Code Micha Horlboge Erwin Quiring R. Meyer Konrad Rieck 54 2 0 26 Aug 2022
DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting Timour Igamberdiev Thomas Arnold Ivan Habernal 90 20 0 22 Aug 2022