Privacy-Preserving Prompt Tuning for Large Language Model Services

10 May 2023

Papers citing "Privacy-Preserving Prompt Tuning for Large Language Model Services"

50 / 52 papers shown

Title
Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks? Hao Du Shang Liu Yang Cao AAML 50 0 0 28 Apr 2025
Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks Yang Liu Bingjie Yan Tianyuan Zou Jianqing Zhang Zixuan Gu ... J. Li Xiaozhou Ye Ye Ouyang Qiang Yang Yuhang Zhang ALM 155 1 0 24 Apr 2025
Data Poisoning in Deep Learning: A Survey Pinlong Zhao Weiyao Zhu Pengfei Jiao Di Gao Ou Wu AAML 39 0 0 27 Mar 2025
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
New Trends for Modern Machine Translation with Large Reasoning Models Sinuo Liu Chenyang Lyu Mingyang Wu Longyue Wang Weihua Luo Kaifu Zhang Zifu Shang LRM 63 2 0 13 Mar 2025
DEUCE: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active Learning Jiaxin Guo Cheng Chen Shuzhen Li T. Zhang 58 0 0 01 Feb 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
"I Always Felt that Something Was Wrong.": Understanding Compliance Risks and Mitigation Strategies when Professionals Use Large Language Models Siying Hu Piaohong Wang Yaxing Yao Zhicong Lu AILaw PILM 42 0 0 07 Nov 2024
AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure Xi Chen Zhiyang Zhang Fangkai Yang Xiaoting Qin Chao Du ... Hangxin Liu Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang 37 1 0 26 Sep 2024
On-Device Language Models: A Comprehensive Review Jiajun Xu Zhiyuan Li Wei Chen Qun Wang Xin Gao Qi Cai Ziyuan Ling 44 27 0 26 Aug 2024
Risks, Causes, and Mitigations of Widespread Deployments of Large Language Models (LLMs): A Survey Md. Nazmus Sakib Md Athikul Islam Royal Pathak Md Mashrur Arifin ALM PILM 29 2 0 01 Aug 2024
AI Safety in Generative AI Large Language Models: A Survey Jaymari Chua Yun Yvonna Li Shiyi Yang Chen Wang Lina Yao LM&MA 36 12 0 06 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
Mind the Privacy Unit! User-Level Differential Privacy for Language Model Fine-Tuning Lynn Chua Badih Ghazi Yangsibo Huang Pritish Kamath Ravi Kumar Daogao Liu Pasin Manurangsi Amer Sinha Chiyuan Zhang 26 11 0 20 Jun 2024
Dye4AI: Assuring Data Boundary on Generative AI Services Shu Wang Kun Sun Yan Zhai 42 1 0 20 Jun 2024
PFID: Privacy First Inference Delegation Framework for LLMs Haoyan Yang Zhitao Li Yong Zhang Jianzong Wang Ning Cheng Ming Li Jing Xiao 44 1 0 18 Jun 2024
Unique Security and Privacy Threats of Large Language Model: A Comprehensive Survey Shang Wang Tianqing Zhu Bo Liu Ming Ding Xu Guo Dayong Ye Wanlei Zhou Philip S. Yu PILM 67 17 0 12 Jun 2024
Deconstructing The Ethics of Large Language Models from Long-standing Issues to New-emerging Dilemmas Chengyuan Deng Yiqun Duan Xin Jin Heng Chang Yijun Tian ... Kuofeng Gao Sihong He Jun Zhuang Lu Cheng Haohan Wang AILaw 43 16 0 08 Jun 2024
PrE-Text: Training Language Models on Private Federated Data in the Age of LLMs Charlie Hou Akshat Shrivastava Hongyuan Zhan Rylan Conway Trang Le Adithya Sagar Giulia Fanti Daniel Lazar 33 8 0 05 Jun 2024
PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration Ziqian Zeng Jianwei Wang Zhengdong Lu Huiping Zhuang Cen Chen RALM KELM 45 7 0 03 Jun 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
Navigating LLM Ethics: Advancements, Challenges, and Future Directions Junfeng Jiao S. Afroogh Yiming Xu Connor Phillips AILaw 62 19 0 14 May 2024
Locally Differentially Private In-Context Learning Chunyan Zheng Keke Sun Wenhao Zhao Haibo Zhou Lixin Jiang Shaoyang Song Chunlai Zhou 40 2 0 07 May 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu Dawei Yin Qing Li AI4CE 33 23 0 23 Apr 2024
On Protecting the Data Privacy of Large Language Models (LLMs): A Survey Biwei Yan Kun Li Minghui Xu Yueyan Dong Yue Zhang Zhaochun Ren Xiuzhen Cheng AILaw PILM 70 76 0 08 Mar 2024
Privacy-preserving Fine-tuning of Large Language Models through Flatness Tiejin Chen Longchao Da Huixue Zhou Pingzhi Li Kaixiong Zhou Tianlong Chen Hua Wei 29 5 0 07 Mar 2024
Differentially Private Zeroth-Order Methods for Scalable Large Language Model Finetuning Zhicheng Liu Jian Lou W. Bao Yihan Hu Baochun Li Zhanyue Qin K. Ren 29 7 0 12 Feb 2024
Imagining a Future of Designing with AI: Dynamic Grounding, Constructive Negotiation, and Sustainable Motivation Priyan Vaithilingam Ian Arawjo Elena L. Glassman 27 21 0 12 Feb 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
Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems Tianyu Cui Yanling Wang Chuanpu Fu Yong Xiao Sijia Li ... Junwu Xiong Xinyu Kong Zujie Wen Ke Xu Qi Li 57 56 0 11 Jan 2024
ConfusionPrompt: Practical Private Inference for Online Large Language Models Peihua Mai Ran Yan Rui Ye Youjia Yang Yinchuan Li Yan Pang 20 1 0 30 Dec 2023
Differentially Private Low-Rank Adaptation of Large Language Model Using Federated Learning Xiao-Yang Liu Rongyi Zhu Daochen Zha Jiechao Gao Shan Zhong Matt White Meikang Qiu 23 15 0 29 Dec 2023
A Split-and-Privatize Framework for Large Language Model Fine-Tuning Xicong Shen Yang Liu Huiqi Liu Jue Hong Bing Duan Zirui Huang Yunlong Mao Ye Wu Di Wu 65 11 0 25 Dec 2023
A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly Yifan Yao Jinhao Duan Kaidi Xu Yuanfang Cai Eric Sun Yue Zhang PILM ELM 39 475 0 04 Dec 2023
Can Large Language Models Be Good Companions? An LLM-Based Eyewear System with Conversational Common Ground Zhenyu Xu Hailin Xu Zhouyang Lu Yingying Zhao Rui Zhu ... Robert P. Dick Fan Yang T. Lu Ning Gu L. Shang 40 2 0 30 Nov 2023
Grounding Foundation Models through Federated Transfer Learning: A General Framework Yan Kang Tao Fan Hanlin Gu Xiaojin Zhang Lixin Fan Qiang Yang AI4CE 68 19 0 29 Nov 2023
PrivLM-Bench: A Multi-level Privacy Evaluation Benchmark for Language Models Haoran Li Dadi Guo Donghao Li Wei Fan Qi Hu Xin Liu Chunkit Chan Duanyi Yao Yuan Yao Yangqiu Song PILM 34 24 0 07 Nov 2023
LLMaAA: Making Large Language Models as Active Annotators Ruoyu Zhang Yanzeng Li Yongliang Ma Ming Zhou Lei Zou 35 68 0 30 Oct 2023
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
Split-and-Denoise: Protect large language model inference with local differential privacy Peihua Mai Ran Yan Zhe Huang Youjia Yang Yan Pang 27 11 0 13 Oct 2023
LatticeGen: A Cooperative Framework which Hides Generated Text in a Lattice for Privacy-Aware Generation on Cloud Mengke Zhang Tianxing He Tianle Wang Lu Mi Fatemehsadat Mireshghallah Binyi Chen Hao Wang Yulia Tsvetkov 32 0 0 29 Sep 2023
Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities Maximilian Mozes Xuanli He Bennett Kleinberg Lewis D. Griffin 39 78 0 24 Aug 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 63 309 0 05 Jul 2023
How Can Recommender Systems Benefit from Large Language Models: A Survey Jianghao Lin Xinyi Dai Yunjia Xi Weiwen Liu Bo Chen ... Chenxu Zhu Huifeng Guo Yong Yu Ruiming Tang Weinan Zhang LRM 30 196 0 09 Jun 2023
A Paradigm Shift: The Future of Machine Translation Lies with Large Language Models Chenyang Lyu Zefeng Du Jitao Xu Yitao Duan Minghao Wu Teresa Lynn Alham Fikri Aji Derek F. Wong Siyou Liu Longyue Wang 55 25 0 02 May 2023
Differentially Private Natural Language Models: Recent Advances and Future Directions Lijie Hu Ivan Habernal Lei Shen Di Wang AAML 30 18 0 22 Jan 2023
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 238 806 0 14 Oct 2021
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 134 347 0 13 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021