Recommendation Systems on Diginetica

Metric: Hit@20 (higher is better)

LeaderboardDataset

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#	Model↕	Hit@20▼	Extra Data	Paper	Date↕	Code
1	SR-PredAO+DIDN	57.86	No	SR-PredictAO: Session-based Recommendation with ...	2023-09-20	Code
2	SGNN-HN	55.67	No	-	-	-
3	STAR	53.98	No	STAR: A Session-Based Time-Aware Recommender Sys...	2022-11-11	Code
4	NISER+	53.39	No	NISER: Normalized Item and Session Representatio...	2019-09-10	Code
5	DGTN	53.05	No	DGTN: Dual-channel Graph Transition Network for ...	2020-09-21	Code
6	PEN4Rec	52.5	No	PEN4Rec: Preference Evolution Networks for Sessi...	2021-06-17	Code
7	TAGNN++	51.86	No	Introducing Self-Attention to Target Attentive G...	2021-07-04	Code
8	TAGNN	51.31	No	TAGNN: Target Attentive Graph Neural Networks fo...	2020-05-06	Code
9	SR-GNN	50.73	No	Session-based Recommendation with Graph Neural N...	2018-11-01	Code
10	NARM	49.7	No	Neural Attentive Session-based Recommendation	2017-11-13	Code
11	EMDE MM	38.49	Yes	An efficient manifold density estimator for all ...	2020-06-02	Code
12	EMDE	37.52	No	An efficient manifold density estimator for all ...	2020-06-02	Code
13	GRU4REC	29.45	No	Session-based Recommendations with Recurrent Neu...	2015-11-21	Code

#1SR-PredAO+DIDNSOTA
57.86
Hit@20· 2023-09-20
SR-PredictAO: Session-based Recommendation with High-Capability Predictor Add-On Code
#2SGNN-HN
55.67
Hit@20
No paper
#3STARSOTA
53.98
Hit@20· 2022-11-11
STAR: A Session-Based Time-Aware Recommender System Code
#4NISER+SOTA
53.39
Hit@20· 2019-09-10
NISER: Normalized Item and Session Representations to Handle Popularity Bias Code
#5DGTN
53.05
Hit@20· 2020-09-21
DGTN: Dual-channel Graph Transition Network for Session-based Recommendation Code
#6PEN4Rec
52.5
Hit@20· 2021-06-17
PEN4Rec: Preference Evolution Networks for Session-based Recommendation Code
#7TAGNN++
51.86
Hit@20· 2021-07-04
Introducing Self-Attention to Target Attentive Graph Neural Networks Code
#8TAGNN
51.31
Hit@20· 2020-05-06
TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation Code
#9SR-GNNSOTA
50.73
Hit@20· 2018-11-01
Session-based Recommendation with Graph Neural Networks Code
#10NARMSOTA
49.7
Hit@20· 2017-11-13
Neural Attentive Session-based Recommendation Code
#11EMDE MM
38.49
Hit@20· Extra Data· 2020-06-02
An efficient manifold density estimator for all recommendation systems Code
#12EMDE
37.52
Hit@20· 2020-06-02
An efficient manifold density estimator for all recommendation systems Code
#13GRU4RECSOTA
29.45
Hit@20· 2015-11-21
Session-based Recommendations with Recurrent Neural Networks Code