Jul 2026
CondPSE: A Polynomial-Filtered Structural Encoder with Conditional Modulation for Graphs
CondPSE, a learned PSE encoder that applies a learnable polynomial graph filter bank to standard Gaussian node probes and refines the resulting structural-response branches through FiLM-style modulation conditioned on cross-filter, local message-passing, and graph-level signals, is presented.
Woohyung Lee, Hogun Park
· arXiv.org · 0 citations