DP-BART for Privatized Text Rewriting under Local Differential Privacy

15 February 2023

Papers citing "DP-BART for Privatized Text Rewriting under Local Differential Privacy"

15 / 15 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 74 1 0 28 Apr 2025
Empirical Calibration and Metric Differential Privacy in Language Models Pedro Faustini Natasha Fernandes Annabelle McIver Mark Dras 65 0 0 18 Mar 2025
Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions Hao Du Shang Liu Lele Zheng Yang Cao Atsuyoshi Nakamura Lei Chen AAML 114 3 0 21 Dec 2024
$d_X$ -Privacy for Text and the Curse of Dimensionality Hassan Jameel Asghar Robin Carpentier B. Zhao Dali Kaafar 96 1 0 21 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 55 4 0 16 Oct 2024
ProxyGPT: Enabling Anonymous Queries in AI Chatbots with (Un)Trustworthy Browser Proxies Dzung Pham J. Sheffey Chau Minh Pham Amir Houmansadr 32 1 0 11 Jul 2024
ObfuscaTune: Obfuscated Offsite Fine-tuning and Inference of Proprietary LLMs on Private Datasets Ahmed Frikha Nassim Walha Ricardo Mendes K. K. Nakka Xue Jiang Xuebing Zhou 71 2 0 03 Jul 2024
IncogniText: Privacy-enhancing Conditional Text Anonymization via LLM-based Private Attribute Randomization Ahmed Frikha Nassim Walha K. K. Nakka Ricardo Mendes Xue Jiang Xuebing Zhou 31 2 0 03 Jul 2024
Safeguarding Large Language Models: A Survey Yi Dong Ronghui Mu Yanghao Zhang Siqi Sun Tianle Zhang ... Yi Qi Jinwei Hu Jie Meng Saddek Bensalem Xiaowei Huang OffRL KELM AILaw 35 19 0 03 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 48 4 0 30 May 2024
Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data Haoran Li Xinyuan Zhao Dadi Guo Hanlin Gu Ziqian Zeng Yuxing Han Yangqiu Song Lixin Fan Qiang Yang 23 1 0 23 May 2024
Building Guardrails for Large Language Models Yizhen Dong Ronghui Mu Gao Jin Yi Qi Jinwei Hu Xingyu Zhao Jie Meng Wenjie Ruan Xiaowei Huang OffRL 61 27 0 02 Feb 2024
Privacy in Large Language Models: Attacks, Defenses and Future Directions Haoran Li Yulin Chen Jinglong Luo Yan Kang Xiaojin Zhang Qi Hu Chunkit Chan Yangqiu Song PILM 45 42 0 16 Oct 2023
Defending Against Authorship Identification Attacks Haining Wang 19 1 0 02 Oct 2023
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 191 1,027 0 06 Mar 2020