THE-X: Privacy-Preserving Transformer Inference with Homomorphic
Encryption

THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption

1 June 2022

Papers citing "THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption"

19 / 19 papers shown

Title
Private Transformer Inference in MLaaS: A Survey Yang Li Xinyu Zhou Yishuo Wang Liangxin Qian Jun Zhao 30 0 0 15 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 222 0 0 04 May 2025
Preserving Privacy and Utility in LLM-Based Product Recommendations Tina Khezresmaeilzadeh Jiang Zhang Dimitrios Andreadis Konstantinos Psounis 37 0 0 02 May 2025
Prompt Inversion Attack against Collaborative Inference of Large Language Models Wenjie Qu Yuguang Zhou Yongji Wu Tingsong Xiao Binhang Yuan Heng Chang Jiaheng Zhang 79 0 0 12 Mar 2025
Encryption-Friendly LLM Architecture Donghwan Rho Taeseong Kim Minje Park Jung Woo Kim Hyunsik Chae Jung Hee Cheon Ernest K. Ryu 57 2 0 24 Feb 2025
CipherPrune: Efficient and Scalable Private Transformer Inference Yancheng Zhang Jinbao Xue Mengxin Zheng Mimi Xie Mingzhe Zhang Lei Jiang Qian Lou 68 2 0 24 Feb 2025
Confidential Prompting: Protecting User Prompts from Cloud LLM Providers In Gim Caihua Li Lin Zhong 55 2 0 27 Sep 2024
Privacy Preserving Prompt Engineering: A Survey Kennedy Edemacu Xintao Wu 63 18 0 09 Apr 2024
ConfusionPrompt: Practical Private Inference for Online Large Language Models Peihua Mai Ran Yan Rui Ye Youjia Yang Yinchuan Li Yan Pang 24 1 0 30 Dec 2023
Secure Transformer Inference Protocol Mu Yuan Lan Zhang Xiang-Yang Li 42 3 0 14 Nov 2023
Assessing Privacy Risks in Language Models: A Case Study on Summarization Tasks Ruixiang Tang Gord Lueck Rodolfo Quispe Huseyin A. Inan Janardhan Kulkarni Xia Hu 34 6 0 20 Oct 2023
Protecting User Privacy in Remote Conversational Systems: A Privacy-Preserving framework based on text sanitization Zhigang Kan Linbo Qiao Hao Yu Liwen Peng Yifu Gao Dongsheng Li 33 20 0 14 Jun 2023
LLMs Can Understand Encrypted Prompt: Towards Privacy-Computing Friendly Transformers Xuanqing Liu Zhuotao Liu 19 22 0 28 May 2023
Primer: Fast Private Transformer Inference on Encrypted Data Mengxin Zheng Qian Lou Lei Jiang 25 30 0 23 Mar 2023
A Survey of Trustworthy Federated Learning with Perspectives on Security, Robustness, and Privacy Yifei Zhang Dun Zeng Jinglong Luo Zenglin Xu Irwin King FedML 84 48 0 21 Feb 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 36 15 0 17 Feb 2023
Efficiency 360: Efficient Vision Transformers Badri N. Patro Vijay Srinivas Agneeswaran 33 6 0 16 Feb 2023
MPCViT: Searching for Accurate and Efficient MPC-Friendly Vision Transformer with Heterogeneous Attention Wenyuan Zeng Meng Li Wenjie Xiong Tong Tong Wen-jie Lu Jin Tan Runsheng Wang Ru Huang 29 21 0 25 Nov 2022
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 304 7,005 0 20 Apr 2018