Bridging Distance and Spectral Positional Encodings via Anchor-Based Diffusion Geometry Approximation

Zimo Yan, Zheng Xie, Runfan Duan +2

Molecular graph learning benefits from positional signals that capture both local neighborhoods and global topology. Two widely used families are spectral encodings derived from La…