When Intelligence Overloads Infrastructure: A Forecast Model for AI-Driven Bottlenecks
Fuente:
arXiv
Saved in:
| Main Authors: | Refai-Ahmed, Gamal, Tatipamula, Mallik, Zhirnov, Victor, Hussein, Ahmed Refaey, Shami, Abdallah |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
On Network-Aware Semantic Communication and Edge-Cloud Collaborative Intelligence Systems
by: Nasif, Murdadha, et al.
Published: (2025)
by: Nasif, Murdadha, et al.
Published: (2025)
Closing the Responsibility Gap in AI-based Network Management: An Intelligent Audit System Approach
by: Figetakis, Emanuel, et al.
Published: (2025)
by: Figetakis, Emanuel, et al.
Published: (2025)
The Internet of Physical AI Agents: Interoperability, Longevity, and the Cost of Getting It Wrong
by: Morabito, Roberto, et al.
Published: (2026)
by: Morabito, Roberto, et al.
Published: (2026)
Decentralized Semantic Traffic Control in AVs Using RL and DQN for Dynamic Roadblocks
by: Figetakis, Emanuel, et al.
Published: (2024)
by: Figetakis, Emanuel, et al.
Published: (2024)
Hybrid Responsible AI-Stochastic Approach for SLA Compliance in Multivendor 6G Networks
by: Figetakis, Emanuel, et al.
Published: (2026)
by: Figetakis, Emanuel, et al.
Published: (2026)
The Syntactic-Semantic Internet:Engineering Infrastructures for Autonomous Systems
by: Tatipamula, Mallik, et al.
Published: (2026)
by: Tatipamula, Mallik, et al.
Published: (2026)
Unified Pandemic Tracking System Based on Open Geospatial Consortium SensorThings API
by: Paniagua, Robinson, et al.
Published: (2023)
by: Paniagua, Robinson, et al.
Published: (2023)
RL-Loop: Reinforcement Learning-Driven Real-Time 5G Slice Control for Connected and Autonomous Mobility Services
by: Tarkh, Lara, et al.
Published: (2026)
by: Tarkh, Lara, et al.
Published: (2026)
Decision-Theoretic Safety Assessment of Persona-Driven Multi-Agent Systems in O-RAN
by: Nezami, Zeinab, et al.
Published: (2026)
by: Nezami, Zeinab, et al.
Published: (2026)
A Modular, End-to-End Next-Generation Network Testbed: Towards a Fully Automated Network Management Platform
by: Chouman, Ali, et al.
Published: (2024)
by: Chouman, Ali, et al.
Published: (2024)
A Model Drift Detection and Adaptation Framework for 5G Core Networks
by: Manias, Dimitrios Michael, et al.
Published: (2022)
by: Manias, Dimitrios Michael, et al.
Published: (2022)
Explainable Autoencoder Design for RSSI-Based Multi-User Beam Probing and Hybrid Precoding
by: Abdallah, Asmaa, et al.
Published: (2025)
by: Abdallah, Asmaa, et al.
Published: (2025)
Towards Intent-Based Network Management: Large Language Models for Intent Extraction in 5G Core Networks
by: Manias, Dimitrios Michael, et al.
Published: (2024)
by: Manias, Dimitrios Michael, et al.
Published: (2024)
Probabilistic Fault-Tolerant Robust Traffic Grooming in OTN-over-DWDM Networks
by: Manias, Dimitrios Michael, et al.
Published: (2024)
by: Manias, Dimitrios Michael, et al.
Published: (2024)
Implementation of Honeynet and Honeypot in Network Infrastructure in Production Network
by: Evan, Nawshad Ahmed, et al.
Published: (2025)
by: Evan, Nawshad Ahmed, et al.
Published: (2025)
IntAgent: NWDAF-Based Intent LLM Agent Towards Advanced Next Generation Networks
by: Soliman, Abdelrahman, et al.
Published: (2026)
by: Soliman, Abdelrahman, et al.
Published: (2026)
An NWDAF Approach to 5G Core Network Signaling Traffic: Analysis and Characterization
by: Manias, Dimitrios Michael, et al.
Published: (2022)
by: Manias, Dimitrios Michael, et al.
Published: (2022)
Semantic Routing for Enhanced Performance of LLM-Assisted Intent-Based 5G Core Network Management and Orchestration
by: Manias, Dimitrios Michael, et al.
Published: (2024)
by: Manias, Dimitrios Michael, et al.
Published: (2024)
Towards Green Connectivity: An AI-Driven Mesh Architecture for Sustainable and Scalable Wireless Networks
by: Mohsin, Muhammad Ahmed, et al.
Published: (2026)
by: Mohsin, Muhammad Ahmed, et al.
Published: (2026)
AI Infrastructure Sovereignty
by: Cruzes, Sergio
Published: (2026)
by: Cruzes, Sergio
Published: (2026)
Queueing Delay Minimization in Overloaded Networks
by: Wu, Xinyu, et al.
Published: (2023)
by: Wu, Xinyu, et al.
Published: (2023)
Fundamental Limits of Routing Attack on Network Overload
by: Wu, Xinyu, et al.
Published: (2024)
by: Wu, Xinyu, et al.
Published: (2024)
When Digital Twin Meets Generative AI: Intelligent Closed-Loop Network Management
by: Huang, Xinyu, et al.
Published: (2024)
by: Huang, Xinyu, et al.
Published: (2024)
Digital Twin-Empowered Deep Reinforcement Learning for Intelligent VNF Migration in Edge-Core Networks
by: Ahmed, Faisal, et al.
Published: (2025)
by: Ahmed, Faisal, et al.
Published: (2025)
Real-World Applications of AI in LTE and 5G-NR Network Infrastructure
by: Saxena, Simran, et al.
Published: (2026)
by: Saxena, Simran, et al.
Published: (2026)
Tailoring Semantic Communication at Network Edge: A Novel Approach Using Dynamic Knowledge Distillation
by: Albaseer, Abdullatif, et al.
Published: (2024)
by: Albaseer, Abdullatif, et al.
Published: (2024)
Sustainability-Constrained Workload Orchestration for Sovereign AI Infrastructure: A Joint Compute-Network Optimization Framework
by: Cruzes, Sergio
Published: (2026)
by: Cruzes, Sergio
Published: (2026)
On-Dyn-CDA: A Real-Time Cost-Driven Task Offloading Algorithm for Vehicular Networks with Reduced Latency and Task Loss
by: Paknejad, Mahsa, et al.
Published: (2025)
by: Paknejad, Mahsa, et al.
Published: (2025)
Integration of SDN and Digital Twin for the Intelligent Detection of DoC Attacks in WRSNs
by: Qaisar, Muhammad Umar Farooq, et al.
Published: (2025)
by: Qaisar, Muhammad Umar Farooq, et al.
Published: (2025)
Mathematical Modeling for Network Upgrades in Internet Service Provider Infrastructure
by: Malallah, Omar M, et al.
Published: (2025)
by: Malallah, Omar M, et al.
Published: (2025)
XOR Bidding and Knapsack Formulations for HPC Network Resource Allocation
by: Hossain, Abrar, et al.
Published: (2026)
by: Hossain, Abrar, et al.
Published: (2026)
Byzantine-Fault-Tolerant Consensus via Reinforcement Learning for Permissioned Blockchain Implemented in a V2X Network
by: Kim, Seungmo, et al.
Published: (2020)
by: Kim, Seungmo, et al.
Published: (2020)
At the Dawn of Generative AI Era: A Tutorial-cum-Survey on New Frontiers in 6G Wireless Intelligence
by: Celik, Abdulkadir, et al.
Published: (2024)
by: Celik, Abdulkadir, et al.
Published: (2024)
Federated Deep Reinforcement Learning-Driven O-RAN for Automatic Multirobot Reconfiguration
by: Ahmed, Faisal, et al.
Published: (2025)
by: Ahmed, Faisal, et al.
Published: (2025)
NetForge: A Programmable Substrate for Bottleneck-Centric Network Data Generation
by: Daneshamooz, Jaber, et al.
Published: (2025)
by: Daneshamooz, Jaber, et al.
Published: (2025)
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution
by: Yin, Xingkun, et al.
Published: (2025)
by: Yin, Xingkun, et al.
Published: (2025)
Forecasting-Driven Stable Successor Matching for UAV-Assisted Continuous Edge Services
by: Qi, Houyi, et al.
Published: (2026)
by: Qi, Houyi, et al.
Published: (2026)
Network Resource Optimization for ML-Based UAV Condition Monitoring with Vibration Analysis
by: Gemayel, Alexandre, et al.
Published: (2025)
by: Gemayel, Alexandre, et al.
Published: (2025)
Base Station Deployment under EMF constrain by Deep Reinforcement learning
by: Mallik, Mohammed, et al.
Published: (2025)
by: Mallik, Mohammed, et al.
Published: (2025)
AI Enabled 6G for Semantic Metaverse: Prospects, Challenges and Solutions for Future Wireless VR
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025)
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025)
Similar Items
-
On Network-Aware Semantic Communication and Edge-Cloud Collaborative Intelligence Systems
by: Nasif, Murdadha, et al.
Published: (2025) -
Closing the Responsibility Gap in AI-based Network Management: An Intelligent Audit System Approach
by: Figetakis, Emanuel, et al.
Published: (2025) -
The Internet of Physical AI Agents: Interoperability, Longevity, and the Cost of Getting It Wrong
by: Morabito, Roberto, et al.
Published: (2026) -
Decentralized Semantic Traffic Control in AVs Using RL and DQN for Dynamic Roadblocks
by: Figetakis, Emanuel, et al.
Published: (2024) -
Hybrid Responsible AI-Stochastic Approach for SLA Compliance in Multivendor 6G Networks
by: Figetakis, Emanuel, et al.
Published: (2026)