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Research on Resource Reservation Strategy for Edge Federation
Published 2025-01-01“…It proposes a load prediction-based resource reservation strategy and optimizes this strategy according to the load levels present in the edge federation. Subsequently, we introduce a multi-agent deep deterministic policy gradient (RRP-MADDPG) approach based on a multi-agent deep reinforcement learning algorithm aimed at reducing average task delay. …”
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A 3D lightweight network with Roberts edge enhancement model (LR-Net) for brain tumor segmentation
Published 2025-06-01Get full text
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Task migration with deadlines using machine learning-based dwell time prediction in vehicular micro clouds
Published 2025-06-01“…This paper addresses two main challenges. First, we present a task migration algorithm supporting deadlines in vehicular edge computing. …”
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Security and Privacy in the Internet of Everything (IoE): A Review on Blockchain, Edge Computing, AI, and Quantum-Resilient Solutions
Published 2025-08-01“…Furthermore, a future vision is presented regarding federated learning-based privacy-preserving AI solutions, post-quantum digital signatures, and lightweight consensus algorithms. …”
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Crowd counting at the edge using weighted knowledge distillation
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Advancing depth perception in spatial computing with binocular metalenses
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Image Coding for Object Recognition Tasks Based on Contour Feature Learning With Flexible Object Selection
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Internet of things enabled deep learning monitoring system for realtime performance metrics and athlete feedback in college sports
Published 2025-08-01“…Abstract This study presents an Internet of Things (IoT)-enabled Deep Learning Monitoring (IoT-E-DLM) model for real-time Athletic Performance (AP) tracking and feedback in collegiate sports. …”
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Edge AI for Real-Time Anomaly Detection in Smart Homes
Published 2025-04-01“…This paper presents an Edge AI-based anomaly detection framework that combines Isolation Forest (IF) and Long Short-Term Memory Autoencoder (LSTM-AE) models to identify anomalies in IoT sensor data. …”
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A Survey for Blockchain-Enabled Resource Management in Edge Networks
Published 2025-01-01“…Unlike other surveys, we focus this work on three specific contexts of blockchain integration for network resource management: Cloud and Edge Computing, Radio Access Networks in Next Generation Wireless Networks, Reinforcement Learning, and Federated Learning. …”
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Split Edge-Cloud Neural Networks for Better Adversarial Robustness
Published 2024-01-01“…Moreover, intelligent tasks such as deep learning ones demand more memory and processing power than edge devices can handle. …”
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