Encryption Technology

Vectorized Secure Evaluation of Decision Forests

Authors: Raghav Malik, Vidush Singhal, Benjamin Gottfried, Milind Kulkarni | Published: 2021-04-19
Privacy Protection
Model Design
Encryption Technology

Secure Human Action Recognition by Encrypted Neural Network Inference

Authors: Miran Kim, Xiaoqian Jiang, Kristin Lauter, Elkhan Ismayilzada, Shayan Shams | Published: 2021-04-19 | Updated: 2022-08-09
Data Protection Method
Data Management System
Encryption Technology

Privacy-preserving Federated Learning based on Multi-key Homomorphic Encryption

Authors: Jing Ma, Si-Ahmed Naas, Stephan Sigg, Xixiang Lyu | Published: 2021-04-14
Privacy Protection
Distributed Learning
Encryption Technology

TenSEAL: A Library for Encrypted Tensor Operations Using Homomorphic Encryption

Authors: Ayoub Benaissa, Bilal Retiat, Bogdan Cebere, Alaa Eddine Belfedhal | Published: 2021-04-07 | Updated: 2021-04-28
Privacy Protection
Encryption Technology
Machine Learning Technology

CaPC Learning: Confidential and Private Collaborative Learning

Authors: Christopher A. Choquette-Choo, Natalie Dullerud, Adam Dziedzic, Yunxiang Zhang, Somesh Jha, Nicolas Papernot, Xiao Wang | Published: 2021-02-09 | Updated: 2021-03-19
Active Learning
Data Protection Method
Encryption Technology

InstaHide: Instance-hiding Schemes for Private Distributed Learning

Authors: Yangsibo Huang, Zhao Song, Kai Li, Sanjeev Arora | Published: 2020-10-06 | Updated: 2021-02-24
Attack Type
Encryption Method
Encryption Technology

Precision Health Data: Requirements, Challenges and Existing Techniques for Data Security and Privacy

Authors: Chandra Thapa, Seyit Camtepe | Published: 2020-08-24
Smart Healthcare
Privacy Protection Method
Encryption Technology

DRAB-LOCUS: An Area-Efficient AES Architecture for Hardware Accelerator Co-Location on FPGAs

Authors: Jacob T. Grycel, Robert J. Walls | Published: 2019-11-11
Hardware Accelerator
Resource optimization
Encryption Technology

nGraph-HE2: A High-Throughput Framework for Neural Network Inference on Encrypted Data

Authors: Fabian Boemer, Anamaria Costache, Rosario Cammarota, Casimir Wierzynski | Published: 2019-08-12 | Updated: 2019-08-29
CKKS Optimization
Performance Evaluation
Encryption Technology

Helen: Maliciously Secure Coopetitive Learning for Linear Models

Authors: Wenting Zheng, Raluca Ada Popa, Joseph E. Gonzalez, Ion Stoica | Published: 2019-07-16 | Updated: 2019-09-03
MPC Algorithm
Poisoning
Encryption Technology