notesum.ai

Published at December 5

cs.IR

cs.AI

Released Date: December 5, 2024

Authors: Yuhao Wang¹, Junwei Pan², Xiangyu Zhao¹, Pengyue Jia, Wanyu Wang, Yuan Wang, Yue Liu, Dapeng Liu, Jie Jiang

Aff.: ¹City University of Hong Kong; ²Tencent Inc.

Datasets	Metric	SASRec	Hybrid	MoRec	CTRL	MAKE	DisCo	SMEM	Ours	Impr.
MIND	HR@10	16.8437	17.3385	14.1235	18.1318	16.4317	17.3367	\ul18.4319	$18.6703^{\star}$	10.84%
MIND	nDCG@10	9.0520	9.3321	7.7090	9.7996	8.9684	9.4131	\ul10.0003	$10.1515^{\star}$	12.15%
Electronics	HR@10	1.6754	1.5673	0.9562	1.9468	0.9495	1.8148	\ul2.3492	$2.4804^{\star}$	48.05%
Electronics	nDCG@10	0.7938	0.8385	0.4721	0.9370	0.4611	0.9025	\ul1.4287	$1.5373^{\star}$	93.67%
Prime Pantry	HR@10	2.6338	3.1000	3.1699	2.8048	3.3408	2.8358	\ul3.4341	$3.8303^{\star}$	45.43%
Prime Pantry	nDCG@10	1.2926	1.5606	1.6013	1.3700	1.6379	1.3451	\ul1.7440	$1.9104^{\star}$	47.80%