OpenCodePapers
collaborative-filtering-on-movielens-20m
Recommendation Systems
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ModelName
ReleaseDate
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HyperML: A Boosting Metric Learning Approach in Hyperbolic Space for Recommender Systems
0.6404
0.8736
HyperML
2018-09-05
Latent Relational Metric Learning via Memory-based Attention for Collaborative Ranking
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0.6152
0.8447
LRML
2017-07-17
Collaborative Metric Learning
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0.5301
0.4665
0.6022
0.7764
CML
2017-04-01
Hierarchical Gating Networks for Sequential Recommendation
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0.1195
0.1255
HGN
2019-06-21
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems
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0.155
0.321
0.458
0.043
KGNN-LS
2019-05-11
Multi-Gradient Descent for Multi-Objective Recommender Systems
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0.418
Multi-Gradient Descent
2019-12-09
RecVAE: a New Variational Autoencoder for Top-N Recommendations with Implicit Feedback
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0.414
0.553
0.442
RecVAE
2019-12-24
Deep Variational Autoencoder with Shallow Parallel Path for Top-N Recommendation (VASP)
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0.414
0.552
0.448
VASP
2021-02-10
Enhancing VAEs for Collaborative Filtering: Flexible Priors & Gating Mechanisms
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0.41308
0.55109
0.44522
H+Vamp Gated
2019-11-03
Towards Amortized Ranking-Critical Training for Collaborative Filtering
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0.403
0.543
0.434
RaCT
2019-06-10
Variational Autoencoders for Collaborative Filtering
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0.395
0.537
0.426
Mult-VAE PR
2018-02-16
Embarrassingly Shallow Autoencoders for Sparse Data
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0.391
0.521
0.420
EASE
2019-05-08
Variational Autoencoders for Collaborative Filtering
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0.387
0.524
0.419
Mult-DAE
2018-02-16
Lightweight representation learning for efficient and scalable recommendation
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0.375
0.516
LED
2021-01-04
Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations
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0.3556
0.2098
HSTU
2024-02-27
Self-Attentive Sequential Recommendation
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0.2889
0.1621
SASRec
2018-08-20
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer
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0.2816
0.1703
BERT4Rec
2019-04-14
Session-based Recommendations with Recurrent Neural Networks
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0.2813
0.1730
GRU4Rec
2015-11-21