notesum.ai

Published at October 30

DECRL: A Deep Evolutionary Clustering Jointed Temporal Knowledge Graph Representation Learning Approach

cs.LG

cs.AI

Released Date: October 30, 2024

Authors: Qian Chen¹, Ling Chen¹

Aff.: ¹State Key Laboratory of Blockchain and Data Security, College of Computer Science and Technology, Zhejiang University

Arxiv: http://arxiv.org/abs/2410.22631v1

Refer to caption

	ICEWS14				ICEWS14C
Approach	MRR	Hits@1	Hits@3	Hits@10	MRR	Hits@1	Hits@3	Hits@10
TTransE (WWW 2018)	23.79*	14.24*	29.17*	34.56*	11.79*	13.24*	19.97*	24.88*
HyTE (EMNLP 2018)	25.12*	18.15*	30.15*	45.37*	22.17*	18.15*	27.28*	35.37*
RE-NET (EMNLP 2020)	45.77*	37.98*	49.07*	58.87*	43.27*	36.97*	47.08*	55.19*
Glean (KDD 2020)	42.20*	36.86*	47.68*	52.39*	40.24*	34.62*	45.48*	50.09*
TeMP (EMNLP 2020)	46.04*	39.07*	49.84*	59.74*	44.17*	37.37*	47.78*	55.66*
RE-GCN (SIGIR 2021)	45.56*	38.09*	50.37*	62.44*	41.76*	36.67*	45.37*	51.74*
DACHA (TKDD 2022)	45.44*	37.88*	49.47*	58.69*	44.26*	37.59*	44.18*	53.19*
TiRGN (IJCAI 2022)	46.07*	39.83*	52.17*	63.95*	44.73*	38.13*	49.77*	60.91*
TITer (EMNLP 2021)	46.12*	39.08*	50.76*	60.39*	44.86*	39.37*	48.84*	55.79*
EvoExplore (KBS 2022)	47.71*	40.68*	52.37*	65.94*	49.77*	40.12*	54.37*	65.83*
GTRL (TKDE 2023)	46.25*	40.11*	51.09*	65.79*	50.95*	40.31*	52.09*	64.89*
DHyper (TOIS 2024)	56.15*	43.76*	65.46*	85.89*	54.16*	41.45*	62.03*	75.35*
DECRL	62.61	48.73	70.57	93.03	58.55	44.62	66.52	82.06
Improvement	11.50%	11.36%	7.81%	8.31%	8.11%	7.65%	7.24%	8.91%