Autorep: Automatic relu replacement for fast private network inference
The growth of the Machine-Learning-As-A-Service (MLaaS) market has highlighted clients'
data privacy and security issues. Private inference (PI) techniques using cryptographic …
data privacy and security issues. Private inference (PI) techniques using cryptographic …
Deep learning approaches for seizure video analysis: A review
Seizure events can manifest as transient disruptions in the control of movements which may
be organized in distinct behavioral sequences, accompanied or not by other observable …
be organized in distinct behavioral sequences, accompanied or not by other observable …
Optimized privacy-preserving cnn inference with fully homomorphic encryption
Inference of machine learning models with data privacy guarantees has been widely studied
as privacy concerns are getting growing attention from the community. Among others, secure …
as privacy concerns are getting growing attention from the community. Among others, secure …
Lingcn: Structural linearized graph convolutional network for homomorphically encrypted inference
Abstract The growth of Graph Convolution Network (GCN) model sizes has revolutionized
numerous applications, surpassing human performance in areas such as personal …
numerous applications, surpassing human performance in areas such as personal …
A review of thin films used in smart contact lenses
Smart contact lenses incorporate a diversity of thin‐film components and are also fabricated
utilizing different thin films. They have been developed for the sensing and treatment of …
utilizing different thin films. They have been developed for the sensing and treatment of …
SHARP: A short-word hierarchical accelerator for robust and practical fully homomorphic encryption
Fully homomorphic encryption (FHE) is an emerging cryptographic technology that
guarantees the privacy of sensitive user data by enabling direct computations on encrypted …
guarantees the privacy of sensitive user data by enabling direct computations on encrypted …
Polarization Reversal of Group IV–VI Semiconductors with Pucker‐Like Structure: Mechanism Dissecting and Function Demonstration
Y Yu, T Xiong, YY Liu, J Yang, JB Xia… - Advanced …, 2024 - Wiley Online Library
Polarization imaging presents advantages in capturing spatial, spectral, and polarization
information across various spectral bands. It can improve the perceptual ability of image …
information across various spectral bands. It can improve the perceptual ability of image …
Penguin: parallel-packed homomorphic encryption for fast graph convolutional network inference
Abstract The marriage of Graph Convolutional Network (GCN) and Homomorphic Encryption
(HE) enables the inference of graph data on the cloud with significantly enhanced client data …
(HE) enables the inference of graph data on the cloud with significantly enhanced client data …
Fully homomorphic training and inference on binary decision tree and random forest
This paper introduces a new method for training decision trees and random forests using
CKKS homomorphic encryption (HE) in cloud environments, enhancing data privacy from …
CKKS homomorphic encryption (HE) in cloud environments, enhancing data privacy from …
Towards practical transciphering for FHE with setup independent of the plaintext space
Abstract Fully Homomorphic Encryption (FHE) is a powerful tool to achieve non-interactive
privacy preserving protocols with optimal computation/communication complexity. However …
privacy preserving protocols with optimal computation/communication complexity. However …