notesum.ai

Published at December 5

Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation

cs.LG

Released Date: December 5, 2024

Authors: Weihua Wang¹, Qiuyu Liang, Feilong Bao, Guanglai Gao

Aff.: ¹Inner Mongolia University

Arxiv: http://arxiv.org/pdf/2412.04076v1

Refer to caption

SF	Model	WN18RR					FB15k-237
SF	Model	MR( $\downarrow$ )	MRR	H@10	H@3	H@1	MR( $\downarrow$ )	MRR	H@10	H@3	H@1
SM	TuckER (2019)	-	.470	.526	.482	.443	-	.358	.544	.394	.266
	QuatE (2019)	2314	.488	.582	.508	.438	87	.348	.550	.382	.248
	DualE (2021)	2270	.492	.584	.513	.444	91	.365	.559	.400	.268
	QuatRE (2022)	1986	.493	.592	.519	.439	88	.367	.563	.404	.269
GD	ATTH (2020)	-	.486	.573	.499	.443	-	.348	.540	.384	.252
	Rotate3D (2020)	3328	.489	.579	.505	.442	165	.347	.250	.543	.385
	Trans4E (2021)	1755	.469	.577	.487	.416	158	.332	.527	.366	.236
	RotateCT (2022)	3285	.492	.579	.507	.448	171	.347	.537	.382	.251
	Rotate4D (2023)	3167	.499	.587	.518	.455	181	.353	.547	.391	.257
	CompoundE (2023)	-	.491	.576	.508	.450	-	.357	.545	.393	.264
	HAQE (2024d)	-	.496	.584	.512	.450	-	.343	.535	.379	.247
	DCNE (2024)	3244	.492	.581	.510	.448	169	.354	.547	.393	.257
	FHRE (2024b)	-	.494	.563	.510	.450	-	.345	.528	.375	.255
	TransERR (2024)	1167	.501	.605	.520	.450	125	.360	.555	.396	.264
SG	DaBR (ours)	899	.510	.622	.538	.450	83	.373	.572	.410	.274