3 papers
cs.IR2026
Global-local Spatial-temporal Aware Graph Attention Network for Network Traffic Forecasting
Jinming Xing, Guoheng Sun, Hui Sun +4
Spatial-temporal network traffic forecasting is a challenging task due to the complex spatial relationships and dynamic temporal patterns present in each node. Traditional regressi…
cs.IR2026
CO-EVOLVE: Bidirectional Co-Evolution of Graph Structure and Semantics for Heterophilous Learning
Jinming Xing, Muhammad Shahzad
The integration of Large Language Models (LLMs) and Graph Neural Networks (GNNs) promises to unify semantic understanding with structural reasoning, yet existing methods typically…
cs.NI2025
A Reinforcement Learning Framework for Application-Specific TCP Congestion-Control
Jinming Xing, Muhammad Shahzad
The Congestion Control (CC) module plays a critical role in the Transmission Control Protocol (TCP), ensuring the stability and efficiency of network data transmission. The CC appr…