Privacy-preserving neural networks with homomorphic encryption: C hallenges and opportunities

B Pulido-Gaytan, A Tchernykh… - Peer-to-Peer Networking …, 2021 - Springer
Classical machine learning modeling demands considerable computing power for internal
calculations and training with big data in a reasonable amount of time. In recent years …

Information Leakage Techniques in Cloud Computing: A Review

G Saini, N Kaur - 2022 2nd International Conference on …, 2022 - ieeexplore.ieee.org
Cloud computing is referred as a model that facilitates universal, suitable and on-demand
network access for commonly used configurable computing resources having the ability of …

Self-learning activation functions to increase accuracy of privacy-preserving Convolutional Neural Networks with homomorphic encryption

B Pulido-Gaytan, A Tchernykh - Plos one, 2024 - journals.plos.org
The widespread adoption of cloud computing necessitates privacy-preserving techniques
that allow information to be processed without disclosure. This paper proposes a method to …

En-AR-PRNS: Entropy-Based Reliability for Configurable and Scalable Distributed Storage Systems

A Tchernykh, M Babenko, A Avetisyan, AY Drozdov - Mathematics, 2021 - mdpi.com
Storage-as-a-service offers cost savings, convenience, mobility, scalability, redundant
locations with a backup solution, on-demand with just-in-time capacity, syncing and …

Enhancing Cloud Security through Efficient Polynomial Approximations for Homomorphic Evaluation of Neural Network Activation Functions

B Pulido-Gaytan, A Tchemykh… - 2024 IEEE 24th …, 2024 - ieeexplore.ieee.org
Current security cloud practices can successfully protect stored data and data in transit, but
they do not keep the same protection during data processing. The data value extraction …

Resilient configurable scheme for data cloud storage

VM LOPEZ - 2021 - cicese.repositorioinstitucional.mx
The Residue Number System (RNS) is a non-weighted system based on the Chinese
Remainder Theorem (CRT). In RNS, the information is divided into smaller segments …

Precision agriculture and irrigation strategies to improve crop water productivity of chickpeas (Cicer arietinum L

JDO Amador - 2024 - cicese.repositorioinstitucional.mx
The water demand to achieve the food production for a growing population and the scarcity
of this resource, implies evaluating different strategies to increase crop water productivity …