notesum.ai

Published at November 9

GFT: Graph Foundation Model with Transferable Tree Vocabulary

cs.LG

cs.AI

cs.SI

Released Date: November 9, 2024

Authors: Zehong Wang¹, Zheyuan Zhang¹, Nitesh V Chawla¹, Chuxu Zhang², Yanfang Ye¹

Aff.: ¹University of Notre Dame, Indiana, USA; ²University of Connecticut, Connecticut, USA

Arxiv: http://arxiv.org/abs/2411.06070v1

Refer to caption

	Node Classification				Link Classification		Graph Classification
Method	Cora	PubMed	Wiki-CS	Arxiv	WN18RR	FB15K237	HIV	PCBA	Avg.
Linear	58.03	68.66	70.36	66.50	78.50	87.39	66.37	72.30	71.01
GCN [40]	75.65	75.61	75.28	71.40	73.79	82.22	64.84	71.32	73.76
GAT [78]	76.24	74.86	76.78	70.87	80.16	88.93	65.54	70.12	75.44
GIN [94]	73.59	69.51	49.77	65.05	74.02	83.21	66.86	72.69	69.34
DGI [79]	72.10	73.13	75.32	69.15	75.75	81.34	59.62	63.31	71.22
BGRL [74]	71.20	75.29	76.53	71.19	75.44	80.66	63.95	67.09	72.67
GraphMAE [26]	73.10	74.32	77.61	70.90	78.99	85.30	61.04	63.30	73.07
GIANT [11]	75.13	72.31	76.56	70.10	84.36	87.45	65.44	61.49	74.11
GFT	78.62^∗	77.19^∗	79.39^∗	71.93	91.91^‡	89.72	72.67^‡	77.90^‡	79.92^‡