On Protecting the Data Privacy of Large Language Models (LLMs): A Survey

8 March 2024

Papers citing "On Protecting the Data Privacy of Large Language Models (LLMs): A Survey"

29 / 29 papers shown

Title
LSRP: A Leader-Subordinate Retrieval Framework for Privacy-Preserving Cloud-Device Collaboration Wenjie Qu Pengyue Jia Xin Li Derong Xu Maolin Wang ... Zhaocheng Du Huifeng Guo Y. Liu Ruiming Tang Xiangyu Zhao 44 0 0 08 May 2025
A Survey on Privacy Risks and Protection in Large Language Models Kang Chen Xiuze Zhou Yuanguo Lin Shibo Feng Li Shen Pengcheng Wu AILaw PILM 174 0 0 04 May 2025
LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures Francisco Aguilera-Martínez Fernando Berzal PILM 55 0 0 02 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 76 2 0 28 Apr 2025
Small Models, Big Tasks: An Exploratory Empirical Study on Small Language Models for Function Calling Ishan Kavathekar Raghav Donakanti Ponnurangam Kumaraguru Karthik Vaidhyanathan 58 0 0 27 Apr 2025
From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Rohan Surana Junda Wu Zhouhang Xie Yu Xia Harald Steck Dawen Liang Nathan Kallus Julian McAuley 33 0 0 21 Apr 2025
Understanding Users' Security and Privacy Concerns and Attitudes Towards Conversational AI Platforms Mutahar Ali Arjun Arunasalam Habiba Farrukh SILM 54 0 0 09 Apr 2025
A General Pseudonymization Framework for Cloud-Based LLMs: Replacing Privacy Information in Controlled Text Generation Shilong Hou Ruilin Shang Zi Long Xianghua Fu Yin Chen 67 0 0 24 Feb 2025
Model Lakes Koyena Pal David Bau Renée J. Miller 67 0 0 24 Feb 2025
Towards User-level Private Reinforcement Learning with Human Feedback Jun Zhang Mingxi Lei Meng Ding Mengdi Li Zihang Xiang Difei Xu Jinhui Xu Di Wang 47 0 0 22 Feb 2025
On the Impact of Noise in Differentially Private Text Rewriting Stephen Meisenbacher Maulik Chevli Florian Matthes 58 0 0 31 Jan 2025
Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions Doaa Mahmud Hadeel Hajmohamed Shamma Almentheri Shamma Alqaydi Lameya Aldhaheri R. A. Khalil Nasir Saeed AI4TS 40 5 0 08 Jan 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
Recent Advances in Attack and Defense Approaches of Large Language Models Jing Cui Yishi Xu Zhewei Huang Shuchang Zhou Jianbin Jiao Junge Zhang PILM AAML 57 1 0 05 Sep 2024
DALL-M: Context-Aware Clinical Data Augmentation with LLMs Chihcheng Hsieh Catarina Moreira Isabel Blanco Nobre Sandra Costa Sousa Chun Ouyang M. Brereton Joaquim A. Jorge Jacinto C. Nascimento 51 0 0 11 Jul 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL Zijin Hong Zheng Yuan Qinggang Zhang Hao Chen Junnan Dong Feiran Huang Xiao Huang 77 51 0 12 Jun 2024
Rethinking Machine Unlearning for Large Language Models Sijia Liu Yuanshun Yao Jinghan Jia Stephen Casper Nathalie Baracaldo ... Hang Li Kush R. Varshney Mohit Bansal Sanmi Koyejo Yang Liu AILaw MU 75 84 0 13 Feb 2024
Whispers in the Machine: Confidentiality in LLM-integrated Systems Jonathan Evertz Merlin Chlosta Lea Schonherr Thorsten Eisenhofer 74 17 0 10 Feb 2024
Taiyi: A Bilingual Fine-Tuned Large Language Model for Diverse Biomedical Tasks Ling Luo Jinzhong Ning Yingwen Zhao Zhijun Wang Zeyuan Ding ... Yuqi Liu Zhihao Yang Jian Wang Yuanyuan Sun Hongfei Lin LM&MA 99 51 0 20 Nov 2023
PoisonPrompt: Backdoor Attack on Prompt-based Large Language Models Hongwei Yao Jian Lou Zhan Qin SILM AAML 63 32 0 19 Oct 2023
Survey of Vulnerabilities in Large Language Models Revealed by Adversarial Attacks Erfan Shayegani Md Abdullah Al Mamun Yu Fu Pedram Zaree Yue Dong Nael B. Abu-Ghazaleh AAML 147 148 0 16 Oct 2023
Who's Harry Potter? Approximate Unlearning in LLMs Ronen Eldan M. Russinovich MU MoMe 106 176 0 03 Oct 2023
FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models Jingwei Sun Ziyue Xu Hongxu Yin Dong Yang Daguang Xu Yiran Chen Holger R. Roth VLM 101 23 0 02 Oct 2023
LLM Platform Security: Applying a Systematic Evaluation Framework to OpenAI's ChatGPT Plugins Umar Iqbal Tadayoshi Kohno Franziska Roesner ELM SILM 74 48 0 19 Sep 2023
Poisoning Language Models During Instruction Tuning Alexander Wan Eric Wallace Sheng Shen Dan Klein SILM 104 186 0 01 May 2023
Knowledge Unlearning for Mitigating Privacy Risks in Language Models Joel Jang Dongkeun Yoon Sohee Yang Sungmin Cha Moontae Lee Lajanugen Logeswaran Minjoon Seo KELM PILM MU 147 193 0 04 Oct 2022
Text Revealer: Private Text Reconstruction via Model Inversion Attacks against Transformers Ruisi Zhang Seira Hidano F. Koushanfar SILM 71 26 0 21 Sep 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 339 12,003 0 04 Mar 2022
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 1,824 0 14 Dec 2020