Xiang-Ming Li

Temporal-Directional Tree-Walk Graph Neural Network for Illicit Transaction Detection.

Illicit transactions in large-scale financial networks manifest as rare, directional temporal motifs, which are critical for accurate detection. However, existing graph-based methods often ignore temporal causality, underutilize directional motifs, or rely on ad hoc weighting, limiting minority-class recognition. This...