Encryption Technology

Private Transformer Inference in MLaaS: A Survey

Authors: Yang Li, Xinyu Zhou, Yitong Wang, Liangxin Qian, Jun Zhao | Published: 2025-05-15
Encryption Technology
Machine Learning
Computational Consistency

Encryption and Real Time Decryption for protecting Machine Learning models in Android Applications

Authors: Aryan Verma | Published: 2021-09-06
Algorithm
Model Protection Methods
Encryption Technology

Privacy-Preserving Machine Learning with Fully Homomorphic Encryption for Deep Neural Network

Authors: Joon-Woo Lee, HyungChul Kang, Yongwoo Lee, Woosuk Choi, Jieun Eom, Maxim Deryabin, Eunsang Lee, Junghyun Lee, Donghoon Yoo, Young-Sik Kim, Jong-Seon No | Published: 2021-06-14
Differential Privacy
Performance Evaluation
Encryption Technology

Encrypted Distributed Lasso for Sparse Data Predictive Control

Authors: Andreea B. Alexandru, Anastasios Tsiamis, George J. Pappas | Published: 2021-04-23
Privacy Protection
Encryption Technology
Optimization Problem

CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU

Authors: Sijun Tan, Brian Knott, Yuan Tian, David J. Wu | Published: 2021-04-22
Privacy Protection
Model Design
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