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Making federated learning robust to adversarial attacks by learning data and model association
(
Elsevier
, 2022 , Article)
One of the key challenges in federated learning (FL) is the detection of malicious parameter updates. In a typical FL setup, the presence of malicious client(s) can potentially demolish the overall training of the shared ...
Federated Learning over Energy Harvesting Wireless Networks
(
Institute of Electrical and Electronics Engineers Inc.
, 2022 , Article)
In this article, the deployment of federated learning (FL) is investigated in an energy harvesting wireless network in which the base stations (BSs) employs massive multiple-input-multiple-output (MIMO) to serve a set of ...
Blockchain-Enhanced Data Sharing with Traceable and Direct Revocation in IIoT
(
IEEE Computer Society
, 2021 , Article)
The industrial Internet of Things (IIoT) supports recent developments in data management and information services, as well as services for smart factories. Nowadays, many mature IIoT cloud platforms are available to serve ...
QUCoughScope: An Intelligent Application to Detect COVID-19 Patients Using Cough and Breath Sounds
(
MDPI
, 2022 , Article)
Problem-Since the outbreak of the COVID-19 pandemic, mass testing has become essential to reduce the spread of the virus. Several recent studies suggest that a significant number of COVID-19 patients display no physical ...
Single-shot retinal image enhancement using untrained and pretrained neural networks priors integrated with analytical image priors
(
Elsevier
, 2022 , Article)
Retinal images acquired using fundus cameras are often visually blurred due to imperfect imaging conditions, refractive medium turbidity, and motion blur. In addition, ocular diseases such as the presence of cataracts also ...
Multilayered-quality education ecosystem (MQEE): an intelligent education modal for sustainable quality education
(
Springer
, 2021 , Article)
Sustainable quality education is a big challenge even for the developed countries. In response to this, education 4.0 is gradually expanding as a new era of education. This work intends to unfold some hidden parameters ...
Blockchain for the Internet of Vehicles: How to Use Blockchain to Secure Vehicle-to-Everything (V2X) Communication and Payment?
(
Institute of Electrical and Electronics Engineers Inc.
, 2021 , Article)
As the Internet of Things (IoT) is evolving, one of its rapidly developing components is the transformation of standard Vehicle Ad-hoc Networks (VANETs) into the Internet of Vehicles (IoV). Due to the exceptional progress ...
Fake visual content detection using two-stream convolutional neural networks
(
Springer Science and Business Media Deutschland GmbH
, 2022 , Article)
Rapid progress in adversarial learning has enabled the generation of realistic-looking fake visual content. To distinguish between fake and real visual content, several detection techniques have been proposed. The performance ...
Get out of the BAG! Silos in AI Ethics Education: Unsupervised Topic Modeling Analysis of Global AI Curricula
(
AI Access Foundation
, 2022 , Article)
The domain of Artificial Intelligence (AI) ethics is not new, with discussions going back at least 40 years. Teaching the principles and requirements of ethical AI to students is considered an essential part of this domain, ...
Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning
(
Institute of Electrical and Electronics Engineers Inc.
, 2022 , Article)
Deep reinforcement learning (DRL) has numerous applications in the real world, thanks to its ability to achieve high performance in a range of environments with little manual oversight. Despite its great advantages, DRL ...