Parameter Efficient Hybrid Transformer (PEHT) for Network Traffic Prediction via Dynamic Urban Congestion Integration

Accurate network traffic prediction matters because it is a critical element for efficient resource allocation in dynamic urban cellular networks yet remains challenging due to complex mobility patterns and congestion dynamics.

Accurate network traffic prediction is a critical element for efficient resource allocation in dynamic urban cellular networks. However, prediction remains challenging because network demand is influenced by complex mobility patterns, congestion dynamics, and heterogeneous user…