notesum.ai

Published at November 26

Knowledge-aware Evolutionary Graph Neural Architecture Search

cs.NE

cs.AI

cs.LG

Released Date: November 26, 2024

Authors: Chao Wang¹, Jiaxuan Zhao¹, Lingling Li¹, Licheng Jiao¹, Fang Liu¹, Xu Liu¹, Shuyuan Yang¹

Aff.: ¹School of Artificial Intelligence, Xidian University, Xian, 710071, China

Arxiv: http://arxiv.org/abs/2411.17339v1

Refer to caption

Baseline	Cora	CiteSeer	PubMed	CS	Physics	Photo	Computers	ArXiv	AR
GraphNAS	81.97(0.17)	70.98(0.16)	77.80(0.01)	90.96(0.06)	92.43(0.02)	92.46(0.02)	84.75(0.19)	71.88(0.03)	4.63
Auto-GNN	81.88(0.01)	70.77(0.12)	77.71(0.16)	91.01(0.05)	92.53(0.17)	92.46(0.03)	84.54(0.15)	72.13(0.02)	4.88
Random	82.06(0.09)	70.48(0.07)	77.89(0.07)	90.87(0.08)	92.35(0.06)	92.49(0.02)	84.82(0.15)	71.99(0.07)	4.75
EA	81.81(0.19)	70.57(0.12)	77.93(0.11)	90.56(0.05)	92.33(0.07)	92.48(0.02)	84.31(0.29)	71.90(0.07)	6.00
RL	82.18(0.22)	70.74(0.13)	77.96(0.10)	90.91(0.01)	92.56(0.04)	92.39(0.05)	84.91(0.19)	72.14(0.06)	3.25
NSGAII	81.98(0.26)	70.91(0.27)	77.96(0.34)	90.88(0.20)	92.53(0.19)	92.50(0.15)	84.63(0.60)	72.13(0.09)	3.50
KEGNAS-NSGAII	82.44(0.23)	71.05(0.22)	78.24(0.36)	91.18(0.05)	92.74(0.13)	92.64(0.11)	85.04(0.50)	72.22(0.17)	1.00
Top 5%	80.63	69.07	76.60	90.01	91.67	91.57	82.77	71.69