24 citations · 29 across the 3 of their papers we have counts for
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cs.LG2024★ 1 cited
Graph Structure Learning with Bi-level Optimization
Nan Yin
Currently, most Graph Structure Learning (GSL) methods, as a means of learning graph structure, improve the robustness of GNN merely from a local view by considering the local info…
cs.LG2024★ 24 cited
A Survey of Graph Neural Networks in Real world: Imbalance, Noise, Privacy and OOD Challenges
Wei Ju, Siyu Yi, Yifan Wang +10
Graph-structured data exhibits universality and widespread applicability across diverse domains, such as social network analysis, biochemistry, financial fraud detection, and netwo…