notesum.ai

Published at December 10

cs.LG

Released Date: December 10, 2024

Authors: Billy Joe Franks¹, Moshe Eliasof², Semih Cantürk, Guy Wolf³, Carola-Bibiane Schönlieb, Sophie Fellenz¹, Marius Kloft¹

Aff.: ¹University of Kaiserslautern-Landau; ²University of Cambridge; ³Université de Montréal - Mila - Quebec AI Institute

PSE $\downarrow$ \ Downstream $\rightarrow$	GCN	GatedGCN	GIN	GPS
none	071.2 $\pm$ 10.9	065.6 $\pm$ 12.2	061.0 $\pm$ 10.2	12.4 $\pm$ 1.40
rand	905.0 $\pm$ 0.00	110.0 $\pm$ 0.00	253.0 $\pm$ 0.00	98.5 $\pm$ 14.1
LapPE	043.8 $\pm$ 4.40	045.5 $\pm$ 6.50	031.9 $\pm$ 4.70	14.7 $\pm$ 1.70
RWSE	020.5 $\pm$ 2.40	025.1 $\pm$ 3.10	021.5 $\pm$ 3.40	02.9 $\pm$ 0.50
AllPSE	013.5 $\pm$ 2.30	020.1 $\pm$ 3.40	018.7 $\pm$ 2.30	02.6 $\pm$ 0.20