Integrating Language Models for Enhanced Network State Monitoring in DRL-Based SFC Provisioning
Fuente:
arXiv
Guardado en:
| Autores principales: | Moshiri, Parisa Fard, Onsu, Murat Arda, Lohan, Poonam, Kantarci, Burak, Janulewicz, Emil |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Proactive SFC Provisioning with Forecast-Driven DRL in Data Centers
por: Moshiri, Parisa Fard, et al.
Publicado: (2026)
por: Moshiri, Parisa Fard, et al.
Publicado: (2026)
LiLM-RDB-SFC: Lightweight Language Model with Relational Database-Guided DRL for Optimized SFC Provisioning
por: Moshiri, Parisa Fard, et al.
Publicado: (2025)
por: Moshiri, Parisa Fard, et al.
Publicado: (2025)
A New Realistic Platform for Benchmarking and Performance Evaluation of DRL-Driven and Reconfigurable SFC Provisioning Solutions
por: Onsu, Murat Arda, et al.
Publicado: (2024)
por: Onsu, Murat Arda, et al.
Publicado: (2024)
GenAI Assistance for Deep Reinforcement Learning-based VNF Placement and SFC Provisioning in 5G Cores
por: Onsu, Murat Arda, et al.
Publicado: (2024)
por: Onsu, Murat Arda, et al.
Publicado: (2024)
Structure-Aware NL-to-SQL for SFC Provisioning via AST-Masking Empowered Language Models
por: Zhu, Xinyu, et al.
Publicado: (2026)
por: Zhu, Xinyu, et al.
Publicado: (2026)
Scalability Assurance in SFC provisioning via Distributed Design for Deep Reinforcement Learning
por: Onsu, Murat Arda, et al.
Publicado: (2024)
por: Onsu, Murat Arda, et al.
Publicado: (2024)
Leveraging Edge Intelligence and LLMs to Advance 6G-Enabled Internet of Automated Defense Vehicles
por: Onsu, Murat Arda, et al.
Publicado: (2024)
por: Onsu, Murat Arda, et al.
Publicado: (2024)
Joint Optimization of Completion Ratio and Latency of Offloaded Tasks with Multiple Priority Levels in 5G Edge
por: Moshiri, Parisa Fard, et al.
Publicado: (2024)
por: Moshiri, Parisa Fard, et al.
Publicado: (2024)
On the Interplay Between Network Metrics and Performance of Mobile Edge Offloading
por: Moshiri, Parisa Fard, et al.
Publicado: (2024)
por: Moshiri, Parisa Fard, et al.
Publicado: (2024)
Semantic Edge-Cloud Communication for Real-Time Urban Traffic Surveillance with ViT and LLMs over Mobile Networks
por: Onsu, Murat Arda, et al.
Publicado: (2025)
por: Onsu, Murat Arda, et al.
Publicado: (2025)
Partitioned Task Offloading for Low-Latency and Reliable Task Completion in 5G MEC
por: Moshiri, Parisa Fard, et al.
Publicado: (2025)
por: Moshiri, Parisa Fard, et al.
Publicado: (2025)
A Novel Joint DRL-Based Utility Optimization for UAV Data Services
por: Cai, Xuli, et al.
Publicado: (2024)
por: Cai, Xuli, et al.
Publicado: (2024)
A Lightweight Digital-Twin-Based Framework for Edge-Assisted Vehicle Tracking and Collision Prediction
por: Onsu, Murat Arda, et al.
Publicado: (2026)
por: Onsu, Murat Arda, et al.
Publicado: (2026)
Meeting Deadlines in Motion: Deep RL for Real-Time Task Offloading in Vehicular Edge Networks
por: Paknejad, Mahsa, et al.
Publicado: (2025)
por: Paknejad, Mahsa, et al.
Publicado: (2025)
On-Dyn-CDA: A Real-Time Cost-Driven Task Offloading Algorithm for Vehicular Networks with Reduced Latency and Task Loss
por: Paknejad, Mahsa, et al.
Publicado: (2025)
por: Paknejad, Mahsa, et al.
Publicado: (2025)
A Reliable and Efficient 5G Vehicular MEC: Guaranteed Task Completion with Minimal Latency
por: Paknejad, Mahsa, et al.
Publicado: (2025)
por: Paknejad, Mahsa, et al.
Publicado: (2025)
FLARE: Flying Learning Agents for Resource Efficiency in Next-Gen UAV Networks
por: Cai, Xuli, et al.
Publicado: (2025)
por: Cai, Xuli, et al.
Publicado: (2025)
Multi-Agent Deep Reinforcement Learning for Optimized Multi-UAV Coverage and Power-Efficient UE Connectivity
por: Cai, Xuli, et al.
Publicado: (2025)
por: Cai, Xuli, et al.
Publicado: (2025)
Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations
por: Acharya, Sudipta, et al.
Publicado: (2026)
por: Acharya, Sudipta, et al.
Publicado: (2026)
Leveraging Multimodal-LLMs Assisted by Instance Segmentation for Intelligent Traffic Monitoring
por: Onsu, Murat Arda, et al.
Publicado: (2025)
por: Onsu, Murat Arda, et al.
Publicado: (2025)
Fast and Adaptive Task Management in MEC: A Deep Learning Approach Using Pointer Networks
por: Yonkeu, Arild, et al.
Publicado: (2025)
por: Yonkeu, Arild, et al.
Publicado: (2025)
Regional Resource Management for Service Provisioning in LEO Satellite Networks: A Topology Feature-Based DRL Approach
por: Bao, Chenxi, et al.
Publicado: (2025)
por: Bao, Chenxi, et al.
Publicado: (2025)
Cross-Slice Co-Location Risk-Aware SFC Provisioning in Multi-Slice LEO Satellite Networks
por: Mahyoub, Mohammed, et al.
Publicado: (2026)
por: Mahyoub, Mohammed, et al.
Publicado: (2026)
DRL-Assisted Dynamic QoT-Aware Service Provisioning in Multi-Band Elastic Optical Networks
por: Teng, Yiran, et al.
Publicado: (2024)
por: Teng, Yiran, et al.
Publicado: (2024)
Beyond Dedicated-Active: A General Reliability Provisioning Framework for SFC Placement in Fog Computing
por: Doostar, Negin, et al.
Publicado: (2025)
por: Doostar, Negin, et al.
Publicado: (2025)
Joint Task Offloading and User Scheduling in 5G MEC under Jamming Attacks
por: Amini, Mohammadreza, et al.
Publicado: (2025)
por: Amini, Mohammadreza, et al.
Publicado: (2025)
A Survey on DRL based UAV Communications and Networking: DRL Fundamentals, Applications and Implementations
por: Zhao, Wei, et al.
Publicado: (2025)
por: Zhao, Wei, et al.
Publicado: (2025)
Reliable Task Offloading in MEC through Transmission Diversity and Jamming-Aware Scheduling
por: Asemian, Ghazal, et al.
Publicado: (2025)
por: Asemian, Ghazal, et al.
Publicado: (2025)
FTA-NTN: Fairness and Throughput Assurance in Non-Terrestrial Networks
por: Trankatwar, Sachin Ravikant, et al.
Publicado: (2026)
por: Trankatwar, Sachin Ravikant, et al.
Publicado: (2026)
Bypassing a Reactive Jammer via NOMA-Based Transmissions in Critical Missions
por: Amini, Mohammadreza, et al.
Publicado: (2024)
por: Amini, Mohammadreza, et al.
Publicado: (2024)
LiSFC-Search: Lifelong Search for Network SFC Optimization under Non-stationary Drifts
por: Zhang, Zuyuan, et al.
Publicado: (2026)
por: Zhang, Zuyuan, et al.
Publicado: (2026)
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction
por: Onsu, Murat Arda, et al.
Publicado: (2026)
por: Onsu, Murat Arda, et al.
Publicado: (2026)
Toward Resilient 5G Networks: Comparative Analysis of Federated and Centralized Learning for RF Jamming Detection
por: Kuili, Samhita, et al.
Publicado: (2026)
por: Kuili, Samhita, et al.
Publicado: (2026)
Design Insights into Partition Placement and Routing for DNN Inference in Multi-Hop Edge Networks
por: Zhang, Jinkun, et al.
Publicado: (2026)
por: Zhang, Jinkun, et al.
Publicado: (2026)
Cora: Accelerating Stateful Network Applications with SmartNICs
por: Xi, Shaoke, et al.
Publicado: (2024)
por: Xi, Shaoke, et al.
Publicado: (2024)
Hierarchical Placement Learning for Network Slice Provisioning
por: Ajayi, Jesutofunmi, et al.
Publicado: (2025)
por: Ajayi, Jesutofunmi, et al.
Publicado: (2025)
Adversarial Machine Learning-Enabled Anonymization of OpenWiFi Data
por: Kuili, Samhita, et al.
Publicado: (2024)
por: Kuili, Samhita, et al.
Publicado: (2024)
Integrated Heterogeneous Service Provisioning: Unifying Beyond-Communication Capabilities with MDMA in 6G and Future Wireless Networks
por: Jia, Pengyi, et al.
Publicado: (2024)
por: Jia, Pengyi, et al.
Publicado: (2024)
DRL-Based RAT Selection in a Hybrid Vehicular Communication Network
por: Yacheur, Badreddine Yacine, et al.
Publicado: (2024)
por: Yacheur, Badreddine Yacine, et al.
Publicado: (2024)
SkyNetPredictor: Network Performance Prediction in Avionic Communication using AI
por: Mukhtar, Hind, et al.
Publicado: (2025)
por: Mukhtar, Hind, et al.
Publicado: (2025)
Ejemplares similares
-
Proactive SFC Provisioning with Forecast-Driven DRL in Data Centers
por: Moshiri, Parisa Fard, et al.
Publicado: (2026) -
LiLM-RDB-SFC: Lightweight Language Model with Relational Database-Guided DRL for Optimized SFC Provisioning
por: Moshiri, Parisa Fard, et al.
Publicado: (2025) -
A New Realistic Platform for Benchmarking and Performance Evaluation of DRL-Driven and Reconfigurable SFC Provisioning Solutions
por: Onsu, Murat Arda, et al.
Publicado: (2024) -
GenAI Assistance for Deep Reinforcement Learning-based VNF Placement and SFC Provisioning in 5G Cores
por: Onsu, Murat Arda, et al.
Publicado: (2024) -
Structure-Aware NL-to-SQL for SFC Provisioning via AST-Masking Empowered Language Models
por: Zhu, Xinyu, et al.
Publicado: (2026)