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Published at November 6

Reconsidering the Performance of GAE in Link Prediction

cs.LG

cs.AI

Released Date: November 6, 2024

Authors: Weishuo Ma, Yanbo Wang, Xiyuan Wang, Muhan Zhang¹

Aff.: ¹Institute for Artificial Intelligence, Peking University

Arxiv: http://arxiv.org/abs/2411.03845v1

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	Collab	PPA	Citation2	DDI
Metric	HR@50	HR@100	MRR	HR@20
CN	$56.44\pm 0.00$	$27.65\pm 0.00$	$51.47\pm 0.00$	$17.73\pm 0.00$
AA	$64.35\pm 0.00$	$32.46\pm 0.00$	$51.89\pm 0.00$	$18.61\pm 0.00$
RA	$64.00\pm 0.00$	$49.38\pm 0.00$	$51.98\pm 0.00$	$27.60\pm 0.00$
GCN	$47.14\pm 1.45$	$18.67\pm 1.32$	$84.74\pm 0.21$	$37.07\pm 5.07$
SAGE	$54.63\pm 1.12$	$16.55\pm 2.40$	$82.60\pm 0.36$	$53.90\pm 4.74$
SEAL	$64.74\pm 0.43$	$48.89\pm 3.16$	$87.67\pm 0.32$	$30.56\pm 3.86$
NBFnet	OOM	OOM	OOM	$4.00\pm 0.58$
Neo-GNN	$57.52\pm 0.37$	$49.12\pm 0.60$	$87.26\pm 0.84$	$63.57\pm 3.52$
BUDDY	$65.94\pm 0.58$	$49.85\pm 0.20$	$87.56\pm 1.11$	$78.51\pm 1.36$
NCN	$64.76\pm 0.87$	$61.19\pm 0.85$	$88.09\pm 0.06$	$82.32\pm 6.10$
MPLP+	$66.99\pm 0.40$	$65.24\pm 1.50$	$90.72\pm 0.12$	NA
Refined-GAE	$68.16\pm 0.41$	$73.74\pm 0.92$	$84.55\pm 0.15$	$94.43\pm 0.57$