Recommendation Systems on Diginetica

Metric: MRR@20 (higher is better)

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#	Model↕	MRR@20▼	Extra Data	Paper	Date↕	Code
1	SR-PredAO+DIDN	20.49	No	SR-PredictAO: Session-based Recommendation with ...	2023-09-20	Code
2	SGNN-HN	19.45	No	-	-	-
3	NISER+	18.72	No	NISER: Normalized Item and Session Representatio...	2019-09-10	Code
4	STAR	18.66	No	STAR: A Session-Based Time-Aware Recommender Sys...	2022-11-11	Code
5	PEN4Rec	18.56	No	PEN4Rec: Preference Evolution Networks for Sessi...	2021-06-17	Code
6	DGTN	18.07	No	DGTN: Dual-channel Graph Transition Network for ...	2020-09-21	Code
7	TAGNN	18.03	No	TAGNN: Target Attentive Graph Neural Networks fo...	2020-05-06	Code
8	TAGNN++	17.93	No	Introducing Self-Attention to Target Attentive G...	2021-07-04	Code
9	SR-GNN	17.59	No	Session-based Recommendation with Graph Neural N...	2018-11-01	Code
10	EMDE MM	17.31	Yes	An efficient manifold density estimator for all ...	2020-06-02	Code
11	EMDE	17.24	No	An efficient manifold density estimator for all ...	2020-06-02	Code
12	NARM	16.17	No	Neural Attentive Session-based Recommendation	2017-11-13	Code
13	GRU4REC	8	No	Session-based Recommendations with Recurrent Neu...	2015-11-21	Code

#1SR-PredAO+DIDNSOTA
20.49
MRR@20· 2023-09-20
SR-PredictAO: Session-based Recommendation with High-Capability Predictor Add-On Code
#2SGNN-HN
19.45
MRR@20
No paper
#3NISER+SOTA
18.72
MRR@20· 2019-09-10
NISER: Normalized Item and Session Representations to Handle Popularity Bias Code
#4STAR
18.66
MRR@20· 2022-11-11
STAR: A Session-Based Time-Aware Recommender System Code
#5PEN4Rec
18.56
MRR@20· 2021-06-17
PEN4Rec: Preference Evolution Networks for Session-based Recommendation Code
#6DGTN
18.07
MRR@20· 2020-09-21
DGTN: Dual-channel Graph Transition Network for Session-based Recommendation Code
#7TAGNN
18.03
MRR@20· 2020-05-06
TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation Code
#8TAGNN++
17.93
MRR@20· 2021-07-04
Introducing Self-Attention to Target Attentive Graph Neural Networks Code
#9SR-GNNSOTA
17.59
MRR@20· 2018-11-01
Session-based Recommendation with Graph Neural Networks Code
#10EMDE MM
17.31
MRR@20· Extra Data· 2020-06-02
An efficient manifold density estimator for all recommendation systems Code
#11EMDE
17.24
MRR@20· 2020-06-02
An efficient manifold density estimator for all recommendation systems Code
#12NARMSOTA
16.17
MRR@20· 2017-11-13
Neural Attentive Session-based Recommendation Code
#13GRU4RECSOTA
8
MRR@20· 2015-11-21
Session-based Recommendations with Recurrent Neural Networks Code