Harnessing large-language models to generate private synthetic text

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Harnessing large-language models to generate private synthetic text

2 June 2023

Natalia Ponomareva

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Papers citing "Harnessing large-language models to generate private synthetic text"

14 / 14 papers shown

Title
Private Training & Data Generation by Clustering Embeddings Felix Y. Zhou Samson Zhou Vahab Mirrokni Alessandro Epasto Vincent Cohen-Addad 27 0 0 20 Jun 2025
Synthesize Privacy-Preserving High-Resolution Images via Private Textual Intermediaries Haoxiang Wang Zinan Lin Da Yu Huishuai Zhang 40 0 0 09 Jun 2025
Synthesizing and Adapting Error Correction Data for Mobile Large Language Model Applications Yanxiang Zhang Zheng Xu Shanshan Wu Yuanbo Zhang Daniel Ramage KELM 48 0 0 24 May 2025
Tiny QA Benchmark++: Ultra-Lightweight, Synthetic Multilingual Dataset Generation & Smoke-Tests for Continuous LLM Evaluation Vincent Koc LM&MA 84 0 0 17 May 2025
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 155 7 0 28 Apr 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 165 3 0 16 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 90 1 0 21 Feb 2025
The Canary's Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text Matthieu Meeus Lukas Wutschitz Santiago Zanella Béguelin Shruti Tople Reza Shokri 195 1 0 19 Feb 2025
Is API Access to LLMs Useful for Generating Private Synthetic Tabular Data? Marika Swanberg Ryan McKenna Edo Roth Albert Cheu Peter Kairouz 143 2 0 10 Feb 2025
ShieldGemma: Generative AI Content Moderation Based on Gemma Wenjun Zeng Yuchi Liu Ryan Mullins Ludovic Peran Joe Fernandez ... Drew Proud Piyush Kumar Bhaktipriya Radharapu Olivia Sturman O. Wahltinez AI4MH 115 49 0 31 Jul 2024
Bayesian Power Steering: An Effective Approach for Domain Adaptation of Diffusion Models Ding Huang Ting Li Jian Huang DiffM 95 1 0 06 Jun 2024
Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data Haoran Li Xinyuan Zhao Dadi Guo Hanlin Gu Huiping Zhuang Yuxing Han Yangqiu Song Lixin Fan Qiang Yang 101 1 0 23 May 2024
Hot PATE: Private Aggregation of Distributions for Diverse Task Edith Cohen Benjamin Cohen-Wang Xin Lyu Jelani Nelson Tamas Sarlos Uri Stemmer 122 4 0 04 Dec 2023
Differentially Private Fine-tuning of Language Models Da Yu Saurabh Naik A. Backurs Sivakanth Gopi Huseyin A. Inan ... Y. Lee Andre Manoel Lukas Wutschitz Sergey Yekhanin Huishuai Zhang 262 373 0 13 Oct 2021

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