Mahboobeh Haghparast
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126
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ML×1AI×1
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2026
Parameter Efficient Hybrid Transformer (PEHT) for Network Traffic Prediction via Dynamic Urban Congestion Integration
This paper proposes the Parameter-Efficient Hybrid Transformer (PEHT) framework for network traffic prediction in urban cellular networks, which integrates mobility and congestion information, reduces trainable parameters using Low-Rank Adaptation (LoRA), and improves forecasting with multimodal fusion.
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