Towards efficient asynchronous federated learning in heterogeneous edge environments
Federated learning (FL) is widely used in edge environments as a privacy-preserving
collaborative learning paradigm. However, edge devices often have heterogeneous …
collaborative learning paradigm. However, edge devices often have heterogeneous …
PPMM-DA: privacy-preserving multi-dimensional and multi-subset data aggregation with differential privacy for fog-based smart grids
S Zhao, S Xu, S Han, S Ren, Y Wang… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
The smart grid (SG) is a new type of grid that integrates traditional power grid with the
Internet of Things (IoT) to make the entire grid system more compatible, controllable, and self …
Internet of Things (IoT) to make the entire grid system more compatible, controllable, and self …
Breaking Secure Aggregation: Label Leakage from Aggregated Gradients in Federated Learning
Federated Learning (FL) exhibits privacy vulnerabilities under gradient inversion attacks
(GIAs), which can extract private information from individual gradients. To enhance privacy …
(GIAs), which can extract private information from individual gradients. To enhance privacy …
Using Third-Party Auditor to Help Federated Learning: An Efficient Byzantine-robust Federated Learning
Federated Learning (FL), as a distributed machine learning technique, has promise for
training models with distributed data in Artificial Intelligence of Things (AIoT). However, FL is …
training models with distributed data in Artificial Intelligence of Things (AIoT). However, FL is …
A Socially Optimal Data Marketplace With Differentially Private Federated Learning
Federated learning (FL) enables multiple data owners to collaboratively train machine
learning (ML) models for different model requesters while keeping data localized. Thus, FL …
learning (ML) models for different model requesters while keeping data localized. Thus, FL …
IMPLEMENTATION OF CLASS INTERACTION UNDER AGGREGATION CONDITIONS.
O Kungurtsev, N Komleva - Eastern-European Journal of …, 2024 - search.ebscohost.com
The object of research is the implementation of relations between software classes. It is
shown that when implementing the aggregation relationship between classes, errors may …
shown that when implementing the aggregation relationship between classes, errors may …