3 papers
stat.OT2025
Domain matters: Towards domain-informed evaluation for link prediction
Yilin Bi, Junhao Bian, Shuyan Wan +2
Link prediction, a foundational task in complex network analysis, has extensive applications in critical scenarios such as social recommendation, drug target discovery, and knowled…
cs.LG2024
DropEdge not Foolproof: Effective Augmentation Method for Signed Graph Neural Networks
Zeyu Zhang, Lu Li, Shuyan Wan +5
The paper discusses signed graphs, which model friendly or antagonistic relationships using edges marked with positive or negative signs, focusing on the task of link sign predicti…
cs.SI2024
Quantifying discriminability of evaluation metrics in link prediction for real networks
Shuyan Wan, Yilin Bi, Xinshan Jiao +1
Link prediction is one of the most productive branches in network science, aiming to predict links that would have existed but have not yet been observed, or links that will appear…