Recommendation Systems on Gowalla

Metric: Recall@20 (higher is better)

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#	Model↕	Recall@20▼	Extra Data	Paper	Date↕	Code
1	RLAE-DAN	0.1922	No	Why is Normalization Necessary for Linear Recomm...	2025-04-08	Code
2	BSPM-EM	0.192	No	Blurring-Sharpening Process Models for Collabora...	2022-11-17	Code
3	NESCL	0.1917	No	Neighborhood-Enhanced Supervised Contrastive Lea...	2024-02-18	Code
4	BSPM-LM	0.1901	No	Blurring-Sharpening Process Models for Collabora...	2022-11-17	Code
5	LT-OCF	0.1875	No	LT-OCF: Learnable-Time ODE-based Collaborative F...	2021-08-08	Code
6	SimpleX	0.1872	No	SimpleX: A Simple and Strong Baseline for Collab...	2021-09-26	Code
7	MGDCF	0.1864	No	MGDCF: Distance Learning via Markov Graph Diffus...	2022-04-05	Code
8	Emb-GCN	0.1862	No	UltraGCN: Ultra Simplification of Graph Convolut...	2021-10-28	Code
9	LightGCN	0.183	No	LightGCN: Simplifying and Powering Graph Convolu...	2020-02-06	Code
10	SSCF	0.1775	No	Sapling Similarity: a performing and interpretab...	2022-10-13	Code
11	NGCF	0.157	No	Neural Graph Collaborative Filtering	2019-05-20	Code

#1RLAE-DANSOTA
0.1922
Recall@20· 2025-04-08
Why is Normalization Necessary for Linear Recommenders?Code
#2BSPM-EMSOTA
0.192
Recall@20· 2022-11-17
Blurring-Sharpening Process Models for Collaborative Filtering Code
#3NESCL
0.1917
Recall@20· 2024-02-18
Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering Code
#4BSPM-LM
0.1901
Recall@20· 2022-11-17
Blurring-Sharpening Process Models for Collaborative Filtering Code
#5LT-OCFSOTA
0.1875
Recall@20· 2021-08-08
LT-OCF: Learnable-Time ODE-based Collaborative Filtering Code
#6SimpleX
0.1872
Recall@20· 2021-09-26
SimpleX: A Simple and Strong Baseline for Collaborative Filtering Code
#7MGDCF
0.1864
Recall@20· 2022-04-05
MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering Code
#8Emb-GCN
0.1862
Recall@20· 2021-10-28
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation Code
#9LightGCNSOTA
0.183
Recall@20· 2020-02-06
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Code
#10SSCF
0.1775
Recall@20· 2022-10-13
Sapling Similarity: a performing and interpretable memory-based tool for recommendation Code
#11NGCFSOTA
0.157
Recall@20· 2019-05-20
Neural Graph Collaborative Filtering Code