3 papers
eess.SY2026
AI-Based KPI Prediction Methods in Future 6G Networks: A Survey
Niloofar Mehrnia, Gourav Prateek Sharma, Samie Mostafavi +4
The evolution from 5G to 5G-Advanced and the vision of 6G demand unprecedented levels of network performance, in which meeting stringent network Key Performance Indicators (KPIs),…
cs.NI2025
Predictability of Performance in Communication Networks Under Markovian Dynamics
Samie Mostafavi, Simon Egger, György Dán +1
With the emergence of time-critical applications in modern communication networks, there is a growing demand for proactive network adaptation and quality of service (QoS) predictio…
cs.NI2025
Probabilistic Delay Forecasting in 5G Using Recurrent and Attention-Based Architectures
Samie Mostafavi, Gourav Prateek Sharma, Ahmad Traboulsi +1
With the emergence of new application areas such as cyber-physical systems and human-in-the-loop applications ensuring a specific level of end-to-end network latency with high reli…