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Privacy-Preserving Prompt Tuning for Large Language Model Services

10 May 2023

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

50 / 81 papers shown

Title
Learning Obfuscations Of LLM Embedding Sequences: Stained Glass Transform Jay Roberts Kyle Mylonakis Sidhartha Roy Kaan Kale 58 0 0 11 Jun 2025
LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Yu Wang Cailing Cai Zhihua Xiao Peifung E. Lam 61 0 0 22 May 2025
BeamClean: Language Aware Embedding Reconstruction Kaan Kale Kyle Mylonakis Jay Roberts Sidhartha Roy AAML 149 1 0 19 May 2025
Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks? Hao Du Shang Liu Yang Cao AAML 138 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 ... Jiajian Li Xiaozhou Ye Ye Ouyang Qiang Yang Yanzhe Zhang ALM 453 1 0 24 Apr 2025
Data Poisoning in Deep Learning: A Survey Pinlong Zhao Weiyao Zhu Pengfei Jiao Di Gao Ou Wu AAML 144 1 0 27 Mar 2025
Safeguarding LLM Embeddings in End-Cloud Collaboration via Entropy-Driven Perturbation Shuaifan Jin Xiaoyi Pang Peng Kuang He Wang Jiacheng Du Jiahui Hu Kui Ren SILM AAML 132 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 145 7 0 13 Mar 2025
DEUCE: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active Learning Jiaxin Guo Cheng Chen Shuzhen Li Tianze Zhang 144 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 188 5 0 21 Dec 2024
$d_X$ -Privacy for Text and the Curse of Dimensionality Hassan Jameel Asghar Robin Carpentier B. Zhao Dali Kaafar 163 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 83 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 39 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 138 35 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 61 3 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 100 19 0 06 Jul 2024
IncogniText: Privacy-enhancing Conditional Text Anonymization via LLM-based Private Attribute Randomization Ahmed Frikha Nassim Walha Krishna Kanth Nakka Ricardo Mendes Xue Jiang Xuebing Zhou 92 6 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 104 14 0 20 Jun 2024
Dye4AI: Assuring Data Boundary on Generative AI Services Shu Wang Kun Sun Yan Zhai 70 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 119 2 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 131 20 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 90 24 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 116 15 0 05 Jun 2024
PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration Huiping Zhuang Jianwei Wang Zhengdong Lu Huiping Zhuang Haoran Li Huiping Zhuang Cen Chen RALM KELM 127 8 0 03 Jun 2024
Delving into Differentially Private Transformer Youlong Ding Xueyang Wu Yining Meng Yonggang Luo Hao Wang Weike Pan 130 5 0 28 May 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 99 1 0 23 May 2024
Navigating LLM Ethics: Advancements, Challenges, and Future Directions Junfeng Jiao S. Afroogh Yiming Xu Connor Phillips AILaw 134 23 0 14 May 2024
Locally Differentially Private In-Context Learning Chunyan Zheng Keke Sun Wenhao Zhao Haibo Zhou Lixin Jiang Shaoyang Song Chunlai Zhou 165 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 122 29 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 145 88 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 78 5 0 07 Mar 2024
Differentially Private Zeroth-Order Methods for Scalable Large Language Model Finetuning Zhicheng Liu Jian Lou Wenxuan Bao Yihan Hu Baochun Li Zhan Qin K. Ren 122 10 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 89 22 0 12 Feb 2024
OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning Rui Ye Wenhao Wang Jingyi Chai Dihan Li Zexi Li Yinda Xu Yaxin Du Yanfeng Wang Siheng Chen ALM FedML AIFin 96 98 0 10 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 134 32 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 165 64 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 64 2 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 80 26 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 90 13 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 125 561 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 Tun Lu Ning Gu L. Shang 65 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 165 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 95 25 0 07 Nov 2023
LLMaAA: Making Large Language Models as Active Annotators Ruoyu Zhang Yanzeng Li Yongliang Ma Ming Zhou Lei Zou 107 74 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 114 44 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 71 14 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 75 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 87 87 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 171 348 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 187 224 0 09 Jun 2023