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Yadong Sun

2 accepted papers

2025

Analytical Construction on Geometric Architectures: Transitioning from Static to Temporal Link Prediction

ICML 2025poster

Static systems exhibit diverse structural properties, such as hierarchical, scale-free, and isotropic patterns, where different geometric spaces offer unique advantages. Methods combining multiple geometries have proven effective in capturing these characteristics. However, real-world systems often…

Cited by 0SourcePDFScholar
2024

Geometry Awakening: Cross-Geometry Learning Exhibits Superiority over Individual Structures

NeurIPS 2024poster

Recent research has underscored the efficacy of Graph Neural Networks (GNNs) in modeling diverse geometric structures within graph data. However, real-world graphs typically exhibit geometrically heterogeneous characteristics, rendering the confinement to a single geometric paradigm insufficient for…

Cited by 0SourcePDFScholar