Collaborative Filtering on Yelp2018

Metric: Recall@20 (higher is better)

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#	Model↕	Recall@20▼	Extra Data	Paper	Date↕	Code
1	NESCL	0.0743	No	Neighborhood-Enhanced Supervised Contrastive Lea...	2024-02-18	Code
2	BSPM-EM	0.072	No	Blurring-Sharpening Process Models for Collabora...	2022-11-17	Code
3	BSPM-LM	0.0713	No	Blurring-Sharpening Process Models for Collabora...	2022-11-17	Code
4	RLAE-DAN	0.0706	No	Why is Normalization Necessary for Linear Recomm...	2025-04-08	Code
5	SimpleX	0.0701	No	SimpleX: A Simple and Strong Baseline for Collab...	2021-09-26	Code
6	UltraGCN	0.0683	No	UltraGCN: Ultra Simplification of Graph Convolut...	2021-10-28	Code
7	SGL	0.0675	No	Self-supervised Graph Learning for Recommendation	2020-10-21	Code
8	LT-OCF	0.0671	No	LT-OCF: Learnable-Time ODE-based Collaborative F...	2021-08-08	Code
9	LightGCN	0.0649	No	LightGCN: Simplifying and Powering Graph Convolu...	2020-02-06	Code

#1NESCLSOTA
0.0743
Recall@20· 2024-02-18
Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering Code
#2BSPM-EMSOTA
0.072
Recall@20· 2022-11-17
Blurring-Sharpening Process Models for Collaborative Filtering Code
#3BSPM-LM
0.0713
Recall@20· 2022-11-17
Blurring-Sharpening Process Models for Collaborative Filtering Code
#4RLAE-DAN
0.0706
Recall@20· 2025-04-08
Why is Normalization Necessary for Linear Recommenders?Code
#5SimpleXSOTA
0.0701
Recall@20· 2021-09-26
SimpleX: A Simple and Strong Baseline for Collaborative Filtering Code
#6UltraGCN
0.0683
Recall@20· 2021-10-28
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation Code
#7SGLSOTA
0.0675
Recall@20· 2020-10-21
Self-supervised Graph Learning for Recommendation Code
#8LT-OCF
0.0671
Recall@20· 2021-08-08
LT-OCF: Learnable-Time ODE-based Collaborative Filtering Code
#9LightGCNSOTA
0.0649
Recall@20· 2020-02-06
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Code