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A Customized Text Sanitization Mechanism with Differential Privacy

4 July 2022

Cen Chen

Chengyu Wang

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

29 / 29 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
Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks Yang Liu Bingjie Yan Tianyuan Zou Jianqing Zhang Zixuan Gu ... Jiajian Li Xiaozhou Ye Ye Ouyang Qiang Yang Yanzhe Zhang ALM 453 1 0 24 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 76 0 0 28 Mar 2025
Inspecting the Representation Manifold of Differentially-Private Text Stefan Arnold 64 0 0 19 Mar 2025
Investigating User Perspectives on Differentially Private Text Privatization Stephen Meisenbacher Alexandra Klymenko Alexander Karpp Florian Matthes 84 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 72 0 0 06 Mar 2025
Token-Level Privacy in Large Language Models Reém Harel Niv Gilboa Yuval Pinter 84 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 82 1 0 21 Feb 2025
On the Impact of Noise in Differentially Private Text Rewriting Stephen Meisenbacher Maulik Chevli Florian Matthes 95 0 0 31 Jan 2025
On the Vulnerability of Text Sanitization Meng Tong Kejiang Chen Xiaojian Yuang Jing Liu Weinan Zhang Nenghai Yu Jie Zhang 129 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 73 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 87 3 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 72 2 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 59 3 0 01 Oct 2024
A Different Level Text Protection Mechanism With Differential Privacy Qingwen Fu 60 0 0 05 Sep 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 68 8 0 30 Jun 2024
IDT: Dual-Task Adversarial Attacks for Privacy Protection Pedro Faustini Shakila Mahjabin Tonni Annabelle McIver Xingliang Yuan Mark Dras SILM AAML 88 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 55 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 100 10 0 28 May 2024
Words Blending Boxes. Obfuscating Queries in Information Retrieval using Differential Privacy Francesco Luigi De Faveri G. Faggioli Nicola Ferro AAML 73 0 0 15 May 2024
Privacy Preserving Prompt Engineering: A Survey Kennedy Edemacu Xintao Wu 127 23 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 119 22 0 05 Mar 2024
Locally Differentially Private Document Generation Using Zero Shot Prompting Saiteja Utpala Sara Hooker Pin-Yu Chen 53 39 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 90 3 0 18 Oct 2023
Disentangling the Linguistic Competence of Privacy-Preserving BERT Stefan Arnold Nils Kemmerzell Annika Schreiner 77 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 120 60 0 21 Sep 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