Recommendation Systems on MovieLens 100K

Metric: RMSE (u1 Splits) (lower is better)

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#	Model↕	RMSE (u1 Splits)▲	Extra Data	Paper	Date↕	Code
1	CDLD-GR (doi: 10.5281/zenodo.15851754)	0.884	No	-	-	-
2	GHRS	0.887	No	GHRS: Graph-based Hybrid Recommendation System w...	2021-11-06	Code
3	GLocal-K	0.8889	No	GLocal-K: Global and Local Kernels for Recommend...	2021-08-27	Code
4	MG-GAT	0.89	Yes	-	-	Code
5	GraphRec + Feat	0.897	Yes	-	-	Code
6	GraphRec	0.904	No	-	-	Code
7	IGMC	0.905	No	Inductive Matrix Completion Based on Graph Neura...	2019-04-26	Code
8	GC-MC	0.905	Yes	Graph Convolutional Matrix Completion	2017-06-07	Code
9	GC-MC	0.91	No	Graph Convolutional Matrix Completion	2017-06-07	Code
10	Self-Supervised Exchangeable Model	0.91	No	Deep Models of Interactions Across Sets	2018-03-07	Code
11	GRAEM / KPMF	0.9174	Yes	Scalable Probabilistic Matrix Factorization with...	2019-08-25	Code
12	Factorized EAE	0.92	No	Deep Models of Interactions Across Sets	2018-03-07	Code
13	WMLFF	0.928	No	Weighted Multi-Level Feature Factorization for A...	2023-08-03	Code
14	sRGCNN	0.929	Yes	Geometric Matrix Completion with Recurrent Multi...	2017-04-22	Code
15	GRALS	0.945	Yes	-	-	Code
16	GMC	0.996	Yes	Matrix Completion on Graphs	2014-08-07	Code

#1CDLD-GR (doi: 10.5281/zenodo.15851754)
0.884
RMSE (u1 Splits)
No paper
#2GHRSSOTA
0.887
RMSE (u1 Splits)· 2021-11-06
GHRS: Graph-based Hybrid Recommendation System with Application to Movie Recommendation Code
#3GLocal-KSOTA
0.8889
RMSE (u1 Splits)· 2021-08-27
GLocal-K: Global and Local Kernels for Recommender Systems Code
#4MG-GAT
0.89
RMSE (u1 Splits)· Extra Data
No paperCode
#5GraphRec + Feat
0.897
RMSE (u1 Splits)· Extra Data
No paperCode
#6GraphRec
0.904
RMSE (u1 Splits)
No paperCode
#7IGMC
0.905
RMSE (u1 Splits)· 2019-04-26
Inductive Matrix Completion Based on Graph Neural Networks Code
#8GC-MCSOTA
0.905
RMSE (u1 Splits)· Extra Data· 2017-06-07
Graph Convolutional Matrix Completion Code
#9GC-MCSOTA
0.91
RMSE (u1 Splits)· 2017-06-07
Graph Convolutional Matrix Completion Code
#10Self-Supervised Exchangeable Model
0.91
RMSE (u1 Splits)· 2018-03-07
Deep Models of Interactions Across Sets Code
#11GRAEM / KPMF
0.9174
RMSE (u1 Splits)· Extra Data· 2019-08-25
Scalable Probabilistic Matrix Factorization with Graph-Based Priors Code
#12Factorized EAE
0.92
RMSE (u1 Splits)· 2018-03-07
Deep Models of Interactions Across Sets Code
#13WMLFF
0.928
RMSE (u1 Splits)· 2023-08-03
Weighted Multi-Level Feature Factorization for App ads CTR and installation prediction Code
#14sRGCNNSOTA
0.929
RMSE (u1 Splits)· Extra Data· 2017-04-22
Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks Code
#15GRALS
0.945
RMSE (u1 Splits)· Extra Data
No paperCode
#16GMCSOTA
0.996
RMSE (u1 Splits)· Extra Data· 2014-08-07
Matrix Completion on Graphs Code