Fast and Adaptive Task Management in MEC: A Deep Learning Approach Using Pointer Networks
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Yonkeu, Arild, Amini, Mohammadreza, Kantarci, Burak |
|---|---|
| Format: | Preprint |
| Publié: |
2025
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Reliable Task Offloading in MEC through Transmission Diversity and Jamming-Aware Scheduling
par: Asemian, Ghazal, et autres
Publié: (2025)
par: Asemian, Ghazal, et autres
Publié: (2025)
Joint Task Offloading and User Scheduling in 5G MEC under Jamming Attacks
par: Amini, Mohammadreza, et autres
Publié: (2025)
par: Amini, Mohammadreza, et autres
Publié: (2025)
Toward Resilient 5G Networks: Comparative Analysis of Federated and Centralized Learning for RF Jamming Detection
par: Kuili, Samhita, et autres
Publié: (2026)
par: Kuili, Samhita, et autres
Publié: (2026)
Partitioned Task Offloading for Low-Latency and Reliable Task Completion in 5G MEC
par: Moshiri, Parisa Fard, et autres
Publié: (2025)
par: Moshiri, Parisa Fard, et autres
Publié: (2025)
A Reliable and Efficient 5G Vehicular MEC: Guaranteed Task Completion with Minimal Latency
par: Paknejad, Mahsa, et autres
Publié: (2025)
par: Paknejad, Mahsa, et autres
Publié: (2025)
DT-DDNN: A Physical Layer Security Attack Detector in 5G RF Domain for CAVs
par: Asemian, Ghazal, et autres
Publié: (2024)
par: Asemian, Ghazal, et autres
Publié: (2024)
Explainable and Hardware-Efficient Jamming Detection for 5G Networks Using the Convolutional Tsetlin Machine
par: Halenka, Vojtech, et autres
Publié: (2026)
par: Halenka, Vojtech, et autres
Publié: (2026)
Bypassing a Reactive Jammer via NOMA-Based Transmissions in Critical Missions
par: Amini, Mohammadreza, et autres
Publié: (2024)
par: Amini, Mohammadreza, et autres
Publié: (2024)
Meeting Deadlines in Motion: Deep RL for Real-Time Task Offloading in Vehicular Edge Networks
par: Paknejad, Mahsa, et autres
Publié: (2025)
par: Paknejad, Mahsa, et autres
Publié: (2025)
Multi-Agent Deep Reinforcement Learning for Optimized Multi-UAV Coverage and Power-Efficient UE Connectivity
par: Cai, Xuli, et autres
Publié: (2025)
par: Cai, Xuli, et autres
Publié: (2025)
FLARE: Flying Learning Agents for Resource Efficiency in Next-Gen UAV Networks
par: Cai, Xuli, et autres
Publié: (2025)
par: Cai, Xuli, et autres
Publié: (2025)
On-Dyn-CDA: A Real-Time Cost-Driven Task Offloading Algorithm for Vehicular Networks with Reduced Latency and Task Loss
par: Paknejad, Mahsa, et autres
Publié: (2025)
par: Paknejad, Mahsa, et autres
Publié: (2025)
Joint Optimization of Completion Ratio and Latency of Offloaded Tasks with Multiple Priority Levels in 5G Edge
par: Moshiri, Parisa Fard, et autres
Publié: (2024)
par: Moshiri, Parisa Fard, et autres
Publié: (2024)
Scalability Assurance in SFC provisioning via Distributed Design for Deep Reinforcement Learning
par: Onsu, Murat Arda, et autres
Publié: (2024)
par: Onsu, Murat Arda, et autres
Publié: (2024)
GenAI Assistance for Deep Reinforcement Learning-based VNF Placement and SFC Provisioning in 5G Cores
par: Onsu, Murat Arda, et autres
Publié: (2024)
par: Onsu, Murat Arda, et autres
Publié: (2024)
Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations
par: Acharya, Sudipta, et autres
Publié: (2026)
par: Acharya, Sudipta, et autres
Publié: (2026)
On the Interplay Between Network Metrics and Performance of Mobile Edge Offloading
par: Moshiri, Parisa Fard, et autres
Publié: (2024)
par: Moshiri, Parisa Fard, et autres
Publié: (2024)
Priority and Stackelberg Game-Based Incentive Task Allocation for Device-Assisted MEC Networks
par: Li, Yang, et autres
Publié: (2024)
par: Li, Yang, et autres
Publié: (2024)
A Novel Joint DRL-Based Utility Optimization for UAV Data Services
par: Cai, Xuli, et autres
Publié: (2024)
par: Cai, Xuli, et autres
Publié: (2024)
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks
par: Wang, Yixian, et autres
Publié: (2025)
par: Wang, Yixian, et autres
Publié: (2025)
FTA-NTN: Fairness and Throughput Assurance in Non-Terrestrial Networks
par: Trankatwar, Sachin Ravikant, et autres
Publié: (2026)
par: Trankatwar, Sachin Ravikant, et autres
Publié: (2026)
A New Realistic Platform for Benchmarking and Performance Evaluation of DRL-Driven and Reconfigurable SFC Provisioning Solutions
par: Onsu, Murat Arda, et autres
Publié: (2024)
par: Onsu, Murat Arda, et autres
Publié: (2024)
A Deep Reinforcement Learning-based Approach for Adaptive Handover Protocols in Mobile Networks
par: Gu, Peter J., et autres
Publié: (2024)
par: Gu, Peter J., et autres
Publié: (2024)
Quantum-Assisted Online Task Offloading and Resource Allocation in MEC-Enabled Satellite-Aerial-Terrestrial Integrated Networks
par: Zhang, Yu, et autres
Publié: (2023)
par: Zhang, Yu, et autres
Publié: (2023)
Secure Deep Reinforcement Learning for Dynamic Resource Allocation in Wireless MEC Networks
par: Hao, Xin, et autres
Publié: (2023)
par: Hao, Xin, et autres
Publié: (2023)
Adversarial Machine Learning-Enabled Anonymization of OpenWiFi Data
par: Kuili, Samhita, et autres
Publié: (2024)
par: Kuili, Samhita, et autres
Publié: (2024)
MEC Task Offloading in AIoT: A User-Centric DRL Model Splitting Inference Scheme
par: Li, Weixi, et autres
Publié: (2025)
par: Li, Weixi, et autres
Publié: (2025)
Network-Assisted Delivery of Adaptive Video Streaming Services through CDN, SDN, and MEC
par: Farahani, Reza
Publié: (2024)
par: Farahani, Reza
Publié: (2024)
Digital Twin-Empowered Task Assignment in Aerial MEC Network: A Resource Coalition Cooperation Approach with Generative Model
par: Tang, Xin, et autres
Publié: (2024)
par: Tang, Xin, et autres
Publié: (2024)
A Deep Reinforcement Learning-based Approach for Adaptive Handover Protocols
par: Voigt, Johannes, et autres
Publié: (2025)
par: Voigt, Johannes, et autres
Publié: (2025)
Joint Task Offloading and Channel Allocation in Spatial-Temporal Dynamic for MEC Networks
par: Shi, Tianyi, et autres
Publié: (2025)
par: Shi, Tianyi, et autres
Publié: (2025)
Application-Aware Resource Allocation and Data Management for MEC-assisted IoT Service Providers
par: Bolettieri, Simone, et autres
Publié: (2025)
par: Bolettieri, Simone, et autres
Publié: (2025)
Energy-Efficient RSMA-enabled Low-altitude MEC Optimization Via Generative AI-enhanced Deep Reinforcement Learning
par: Wang, Xudong, et autres
Publié: (2025)
par: Wang, Xudong, et autres
Publié: (2025)
LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning
par: Habib, Md Arafat, et autres
Publié: (2024)
par: Habib, Md Arafat, et autres
Publié: (2024)
SkyNetPredictor: Network Performance Prediction in Avionic Communication using AI
par: Mukhtar, Hind, et autres
Publié: (2025)
par: Mukhtar, Hind, et autres
Publié: (2025)
Congestion Management in High-Performance Interconnection Networks Using Adaptive Routing Notifications
par: Rocher-Gonzalez, Jose, et autres
Publié: (2025)
par: Rocher-Gonzalez, Jose, et autres
Publié: (2025)
Adaptive Vision-Based Coverage Optimization in Mobile Wireless Sensor Networks: A Multi-Agent Deep Reinforcement Learning Approach
par: Soltani, Parham, et autres
Publié: (2025)
par: Soltani, Parham, et autres
Publié: (2025)
Deep Learning based Moving Target Defence for Federated Learning against Poisoning Attack in MEC Systems with a 6G Wireless Model
par: Kianpisheh, Somayeh, et autres
Publié: (2025)
par: Kianpisheh, Somayeh, et autres
Publié: (2025)
Towards a Partial Computation offloading in In-networking Computing-Assisted MEC: A Digital Twin Approach
par: Aliyu, Ibrahim, et autres
Publié: (2024)
par: Aliyu, Ibrahim, et autres
Publié: (2024)
Proactive SFC Provisioning with Forecast-Driven DRL in Data Centers
par: Moshiri, Parisa Fard, et autres
Publié: (2026)
par: Moshiri, Parisa Fard, et autres
Publié: (2026)
Documents similaires
-
Reliable Task Offloading in MEC through Transmission Diversity and Jamming-Aware Scheduling
par: Asemian, Ghazal, et autres
Publié: (2025) -
Joint Task Offloading and User Scheduling in 5G MEC under Jamming Attacks
par: Amini, Mohammadreza, et autres
Publié: (2025) -
Toward Resilient 5G Networks: Comparative Analysis of Federated and Centralized Learning for RF Jamming Detection
par: Kuili, Samhita, et autres
Publié: (2026) -
Partitioned Task Offloading for Low-Latency and Reliable Task Completion in 5G MEC
par: Moshiri, Parisa Fard, et autres
Publié: (2025) -
A Reliable and Efficient 5G Vehicular MEC: Guaranteed Task Completion with Minimal Latency
par: Paknejad, Mahsa, et autres
Publié: (2025)