HyPHEN: A Hybrid Packing Method and Optimizations for Homomorphic
Encryption-Based Neural Networks

HyPHEN: A Hybrid Packing Method and Optimizations for Homomorphic Encryption-Based Neural Networks

5 February 2023

Jongmin Kim

Jung Ho Ahn

Papers citing "HyPHEN: A Hybrid Packing Method and Optimizations for Homomorphic Encryption-Based Neural Networks"

12 / 12 papers shown

Title
Cheddar: A Swift Fully Homomorphic Encryption Library for CUDA GPUs Jongmin Kim Wonseok Choi Jung Ho Ahn FedML 33 6 0 17 Jul 2024
Secure Outsourced Decryption for FHE-based Privacy-preserving Cloud Computing Xirong Ma Chuan Li Yuchang Hu Yunting Tao Yali Jiang Yanbin Li Fanyu Kong Chunpeng Ge 53 0 0 28 Jun 2024
HEQuant: Marrying Homomorphic Encryption and Quantization for Communication-Efficient Private Inference Tianshi Xu Meng Li Runsheng Wang 37 0 0 29 Jan 2024
CiFlow: Dataflow Analysis and Optimization of Key Switching for Homomorphic Encryption Negar Neda Austin Ebel Benedict Reynwar Brandon Reagen 18 2 0 02 Nov 2023
Toward Practical Privacy-Preserving Convolutional Neural Networks Exploiting Fully Homomorphic Encryption J. Park Donghwan Kim Jongmin Kim Sangpyo Kim Wonkyung Jung Jung Hee Cheon Jung Ho Ahn FedML 27 8 0 25 Oct 2023
GME: GPU-based Microarchitectural Extensions to Accelerate Homomorphic Encryption Kaustubh Shivdikar Yuhui Bao R. Agrawal M. Shen Gilbert Jonatan ... Neal Livesay José L. Abellán John Kim Ajay Joshi David Kaeli 19 15 0 20 Sep 2023
Approximating ReLU on a Reduced Ring for Efficient MPC-based Private Inference Kiwan Maeng G. E. Suh 30 2 0 09 Sep 2023
Falcon: Accelerating Homomorphically Encrypted Convolutions for Efficient Private Mobile Network Inference Tianshi Xu Meng Li Runsheng Wang R. Huang FedML 24 6 0 25 Aug 2023
Training Large Scale Polynomial CNNs for E2E Inference over Homomorphic Encryption Moran Baruch Nir Drucker Gilad Ezov Yoav Goldberg Eyal Kushnir Jenny Lerner Omri Soceanu Itamar Zimerman 49 6 0 26 Apr 2023
CrypTFlow2: Practical 2-Party Secure Inference Deevashwer Rathee Mayank Rathee Nishant Kumar Nishanth Chandran Divya Gupta Aseem Rastogi Rahul Sharma 81 301 0 13 Oct 2020
CrypTFlow: Secure TensorFlow Inference Nishant Kumar Mayank Rathee Nishanth Chandran Divya Gupta Aseem Rastogi Rahul Sharma 96 235 0 16 Sep 2019
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,194 0 01 Sep 2014