2 papers
cs.NI2026
Network Digital Twin for Congestion-Aware Predictive Traffic Routing using Graph MPNNs
Umer Iqbal, Ashiq Anjum, Anthony S Conway +2
Telecom networks scale with growing users and data-intensive applications, generating heavy traffic that causes congestion, reducing throughput, increasing delay, and raising compu…
cs.LG2025
Physics Encoded Blocks in Residual Neural Network Architectures for Digital Twin Models
Muhammad Saad Zia, Ashiq Anjum, Lu Liu +2
Physics Informed Machine Learning has emerged as a popular approach for modeling and simulation in digital twins, enabling the generation of accurate models of processes and behavi…