4 papers
CLF-ULP: Cross-Layer Fusion-Based Link Prediction in Dynamic Multiplex UAV Networks
Cunlai Pu, Fangrui Wu, Zhe Wang +1
In complex Unmanned Aerial Vehicle (UAV) networks, UAVs can establish dynamic and heterogeneous links with one another for various purposes, such as communication coverage, collect…
IGA-LWP: An Iterative Gradient-based Adversarial Attack for Link Weight Prediction
Cunlai Pu, Xingyu Gao, Jinbi Liang +4
Link weight prediction extends classical link prediction by estimating the strength of interactions rather than merely their existence, and it underpins a wide range of application…
MUST: Multi-Scale Structural-Temporal Link Prediction Model for UAV Ad Hoc Networks
Cunlai Pu, Fangrui Wu, Rajput Ramiz Sharafat +2
Link prediction in unmanned aerial vehicle (UAV) ad hoc networks (UANETs) aims to predict the potential formation of future links between UAVs. In adversarial environments where th…
Line Graph Neural Networks for Link Weight Prediction
Jinbi Liang, Cunlai Pu, Xiangbo Shu +2
In real-world networks, predicting the weight (strength) of links is as crucial as predicting the existence of the links themselves. Previous studies have primarily used shallow gr…