Primer: Fast Private Transformer Inference on Encrypted Data

23 March 2023

Papers citing "Primer: Fast Private Transformer Inference on Encrypted Data"

21 / 21 papers shown

Title
Private Transformer Inference in MLaaS: A Survey Yang Li Xinyu Zhou Yishuo Wang Liangxin Qian Jun Zhao 21 0 0 15 May 2025
zkVC: Fast Zero-Knowledge Proof for Private and Verifiable Computing Yancheng Zhang Mengxin Zheng Xun Chen Jingtong Hu W. Shi Lei Ju Yan Solihin Qian Lou 51 0 0 16 Apr 2025
Measuring Computational Universality of Fully Homomorphic Encryption Jiaqi Xue Xin Xin Wei-na Zhang Mengxin Zheng Qianqian Song ... Jiafeng Xie Liqiang Wang David Mohaisen Hongyi Wu Qian Lou FedML 48 0 0 15 Apr 2025
TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation Mayank Kumar Jinbao Xue Mengxin Zheng Qian Lou 62 2 0 15 Mar 2025
APINT: A Full-Stack Framework for Acceleration of Privacy-Preserving Inference of Transformers based on Garbled Circuits Hyunjun Cho Jaeho Jeon Jaehoon Heo Joo-Young Kim 44 0 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 59 2 0 24 Feb 2025
TruncFormer: Private LLM Inference Using Only Truncations Patrick Yubeaton Jianqiao Mo Karthik Garimella N. Jha Brandon Reagen Chinmay Hegde Siddharth Garg 74 0 0 02 Dec 2024
Power-Softmax: Towards Secure LLM Inference over Encrypted Data Itamar Zimerman Allon Adir E. Aharoni Matan Avitan Moran Baruch Nir Drucker Jenny Lerner Ramy Masalha Reut Meiri Omri Soceanu 30 2 0 12 Oct 2024
CryptoTrain: Fast Secure Training on Encrypted Dataset Jiaqi Xue Yancheng Zhang YanShan Wang Xueqiang Wang Hao Zheng Qian Lou 24 3 0 25 Sep 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
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
CipherFormer: Efficient Transformer Private Inference with Low Round Complexity Weize Wang Yi Kuang 23 0 0 25 Mar 2024
SecFormer: Towards Fast and Accurate Privacy-Preserving Inference for Large Language Models Jinglong Luo Yehong Zhang Zhuo Zhang Jiaqi Zhang Xin Mu Hui Wang Yue Yu Zenglin Xu 49 9 0 01 Jan 2024
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
Converting Transformers to Polynomial Form for Secure Inference Over Homomorphic Encryption Itamar Zimerman Moran Baruch Nir Drucker Gilad Ezov Omri Soceanu Lior Wolf 18 15 0 15 Nov 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
East: Efficient and Accurate Secure Transformer Framework for Inference Yuanchao Ding Hua Guo Yewei Guan Weixin Liu Jiarong Huo Zhenyu Guan Xiyong Zhang 16 17 0 19 Aug 2023
DeepReShape: Redesigning Neural Networks for Efficient Private Inference N. Jha Brandon Reagen 33 10 0 20 Apr 2023
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 297 6,959 0 20 Apr 2018
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,746 0 26 Sep 2016