Recommendation Systems on Amazon Baby

Metric: NDCG@20 (higher is better)

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#	Model↕	NDCG@20▼	Extra Data	Paper	Date↕	Code
1	MIG-GT	0.0452	No	Modality-Independent Graph Neural Networks with ...	2024-12-18	Code
2	FREEDOM	0.0424	No	A Tale of Two Graphs: Freezing and Denoising Gra...	2022-11-13	Code
3	LATTICE	0.037	No	Mining Latent Structures for Multimedia Recommen...	2021-04-19	Code
4	GRCN	0.0358	No	GRCN: Graph-Refined Convolutional Network for Mu...	2021-11-03	Code
5	SLMRec	0.0354	No	-	-	Code
6	DualGNN	0.0352	No	-	-	Code
7	MGDN	0.0346	No	MGDCF: Distance Learning via Markov Graph Diffus...	2022-04-05	Code
8	LightGCN	0.0328	No	LightGCN: Simplifying and Powering Graph Convolu...	2020-02-06	Code
9	VBPR	0.0284	No	VBPR: Visual Bayesian Personalized Ranking from ...	2015-10-06	Code
10	MMGCN	0.0282	No	-	-	Code

#1MIG-GTSOTA
0.0452
NDCG@20· 2024-12-18
Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation Code
#2FREEDOMSOTA
0.0424
NDCG@20· 2022-11-13
A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal Recommendation Code
#3LATTICESOTA
0.037
NDCG@20· 2021-04-19
Mining Latent Structures for Multimedia Recommendation Code
#4GRCN
0.0358
NDCG@20· 2021-11-03
GRCN: Graph-Refined Convolutional Network for Multimedia Recommendation with Implicit Feedback Code
#5SLMRec
0.0354
NDCG@20
No paperCode
#6DualGNN
0.0352
NDCG@20
No paperCode
#7MGDN
0.0346
NDCG@20· 2022-04-05
MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering Code
#8LightGCNSOTA
0.0328
NDCG@20· 2020-02-06
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Code
#9VBPRSOTA
0.0284
NDCG@20· 2015-10-06
VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback Code
#10MMGCN
0.0282
NDCG@20
No paperCode