A Customized Text Sanitization Mechanism with Differential Privacy

4 July 2022

Cen Chen

Chengyu Wang

Papers citing "A Customized Text Sanitization Mechanism with Differential Privacy"

30 / 30 papers shown

Title
Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks Yang Liu Bingjie Yan Tianyuan Zou Jianqing Zhang Zixuan Gu ... J. Li Xiaozhou Ye Ye Ouyang Qiang Yang Yuhang Zhang ALM 155 1 0 24 Apr 2025
Inspecting the Representation Manifold of Differentially-Private Text Stefan Arnold 39 0 0 19 Mar 2025
Investigating User Perspectives on Differentially Private Text Privatization Stephen Meisenbacher Alexandra Klymenko Alexander Karpp Florian Matthes 57 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 43 0 0 06 Mar 2025
Token-Level Privacy in Large Language Models Reém Harel Niv Gilboa Yuval Pinter 48 0 0 05 Mar 2025
PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation Tao Fan Guoqiang Ma Yuanfeng Song Lixin Fan Kai Chen Qiang Yang 53 1 0 21 Feb 2025
On the Impact of Noise in Differentially Private Text Rewriting Stephen Meisenbacher Maulik Chevli Florian Matthes 58 0 0 31 Jan 2025
On the Vulnerability of Text Sanitization Meng Tong Kejiang Chen Xiaojian Yuang Xiaozhong Liu Wenbo Zhang Nenghai Yu Jie Zhang 52 0 0 22 Oct 2024
Adanonymizer: Interactively Navigating and Balancing the Duality of Privacy and Output Performance in Human-LLM Interaction Shuning Zhang Xin Yi Haobin Xing Lyumanshan Ye Yongquan Hu Hewu Li 34 2 0 19 Oct 2024
Data-adaptive Differentially Private Prompt Synthesis for In-Context Learning Fengyu Gao Ruida Zhou T. Wang Cong Shen Jing Yang 37 2 0 15 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 37 1 0 10 Oct 2024
Thinking Outside of the Differential Privacy Box: A Case Study in Text Privatization with Language Model Prompting Stephen Meisenbacher Florian Matthes 29 2 0 01 Oct 2024
A Different Level Text Protection Mechanism With Differential Privacy Qingwen Fu 41 0 0 05 Sep 2024
Characterizing Stereotypical Bias from Privacy-preserving Pre-Training Stefan Arnold Rene Gröbner Annika Schreiner 39 0 0 30 Jun 2024
A Collocation-based Method for Addressing Challenges in Word-level Metric Differential Privacy Stephen Meisenbacher Maulik Chevli Florian Matthes 31 2 0 30 Jun 2024
DP-MLM: Differentially Private Text Rewriting Using Masked Language Models Stephen Meisenbacher Maulik Chevli Juraj Vladika Florian Matthes 39 7 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 52 0 0 28 Jun 2024
PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models Tao Fan Yan Kang Weijing Chen Hanlin Gu Yuanfeng Song Lixin Fan Kai Chen Qiang Yang 29 0 0 18 Jun 2024
ConSiDERS-The-Human Evaluation Framework: Rethinking Human Evaluation for Generative Large Language Models Aparna Elangovan Ling Liu Lei Xu S. Bodapati Dan Roth ELM 30 9 0 28 May 2024
Words Blending Boxes. Obfuscating Queries in Information Retrieval using Differential Privacy Francesco Luigi De Faveri G. Faggioli Nicola Ferro AAML 36 0 0 15 May 2024
Privacy Preserving Prompt Engineering: A Survey Kennedy Edemacu Xintao Wu 47 18 0 09 Apr 2024
CoGenesis: A Framework Collaborating Large and Small Language Models for Secure Context-Aware Instruction Following Kaiyan Zhang Jianyu Wang Ermo Hua Biqing Qi Ning Ding Bowen Zhou SyDa 38 20 0 05 Mar 2024
Locally Differentially Private Document Generation Using Zero Shot Prompting Saiteja Utpala Sara Hooker Pin-Yu Chen 13 37 0 24 Oct 2023
InferDPT: Privacy-Preserving Inference for Black-box Large Language Model Meng Tong Kejiang Chen Jie Zhang Yuang Qi Weiming Zhang Neng H. Yu Tianwei Zhang Zhikun Zhang SILM 30 2 0 18 Oct 2023
Disentangling the Linguistic Competence of Privacy-Preserving BERT Stefan Arnold Nils Kemmerzell Annika Schreiner 30 0 0 17 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 38 52 0 21 Sep 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
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 290 1,815 0 14 Dec 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 272 31,267 0 16 Jan 2013