PrivacyRestore: Privacy-Preserving Inference in Large Language Models
via Privacy Removal and Restoration

PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration

3 June 2024

Papers citing "PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration"

11 / 11 papers shown

Title
Safeguarding LLM Embeddings in End-Cloud Collaboration via Entropy-Driven Perturbation Shuaifan Jin Xiaoyi Pang Zhibo Wang He Wang Jiacheng Du Jiahui Hu Kui Ren SILM AAML 78 0 0 17 Mar 2025
RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis Jianwei Wang Junyao Yang Haoran Li Huiping Zhuang Cen Chen Ziqian Zeng SyDa 38 0 0 23 Feb 2025
PAPILLON: Privacy Preservation from Internet-based and Local Language Model Ensembles Li Siyan Vethavikashini Chithrra Raghuram Omar Khattab Julia Hirschberg Zhou Yu 21 7 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 26 1 0 19 Oct 2024
Confidential Prompting: Protecting User Prompts from Cloud LLM Providers In Gim Caihua Li Lin Zhong 35 2 0 27 Sep 2024
DDXPlus: A New Dataset For Automatic Medical Diagnosis Arsène Fansi Tchango Rishab Goel Zhi Wen Julien Martel J. Ghosn 102 35 0 18 May 2022
You Don't Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers' Private Personas Haoran Li Yangqiu Song Lixin Fan 59 17 0 26 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,730 0 04 Mar 2022
Decepticons: Corrupted Transformers Breach Privacy in Federated Learning for Language Models Liam H. Fowl Jonas Geiping Steven Reich Yuxin Wen Wojtek Czaja Micah Goldblum Tom Goldstein FedML 71 55 0 29 Jan 2022
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 134 344 0 13 Oct 2021
Probing Classifiers: Promises, Shortcomings, and Advances Yonatan Belinkov 221 402 0 24 Feb 2021