ML Research Wiki / Benchmarks / Link Prediction / Yelp

Yelp

Link Prediction Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: HR@10

Top Performing Models

Rank	Model	Paper	HR@10	Date	Code
1	HSRL (DW)	Learning Topological Representation for Networks via Hierarchical Sampling	90.10	2019-02-15	📦 fuguoji/HSRL
2	Event2vec	Representation Learning for Heterogeneous Information Networks via Embedding Events	86.20	2019-01-29	📦 fuguoji/Event2vec
3	PEAGAT	Metapath- and Entity-aware Graph Neural Network for Recommendation	0.91	2020-10-22	📦 ecml-peagnn/PEAGNN
4	KGAT	KGAT: Knowledge Graph Attention Network for Recommendation	0.88	2019-05-20	📦 xiangwang1223/knowledge_graph_attention_network 📦 LunaBlack/KGAT-pytorch 📦 zju-dbl/metakg
5	CFKG	Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation	0.87	2018-05-09	📦 xiangwang1223/knowledge_graph_attention_network 📦 LunaBlack/KGAT-pytorch 📦 fumiyo0607/KGAN 📦 giantonia/KGATv2 📦 melissakou/KG-RecSys
6	NFM	Neural Factorization Machines for Sparse Predictive Analytics	0.86	2017-08-16	📦 shenweichen/DeepCTR 📦 shenweichen/DeepCTR-Torch 📦 xue-pai/FuxiCTR
7	KGCN	Knowledge Graph Convolutional Networks for Recommender Systems	0.81	2019-03-18	📦 hwwang55/KGCN 📦 zzaebok/KGCN-pytorch 📦 johnnyjana730/MVIN
8	NGCF	Neural Collaborative Filtering vs. Matrix Factorization Revisited	0.81	2020-05-19	📦 google-research/google-research 📦 fdb78/NCF_recommender_systems 📦 JerryKwon/melon_plylst_continuation 📦 ashishdasari148/Recommender-Systems-using-Collaborative-Filtering

All Papers (8)

Learning Topological Representation for Networks via Hierarchical Sampling

2019

HSRL (DW)

fuguoji/HSRL

Representation Learning for Heterogeneous Information Networks via Embedding Events

2019

Event2vec

fuguoji/Event2vec

Metapath- and Entity-aware Graph Neural Network for Recommendation

2020

PEAGAT

ecml-peagnn/PEAGNN

KGAT: Knowledge Graph Attention Network for Recommendation

2019

KGAT

xiangwang1223/knowledge_graph_attention_network LunaBlack/KGAT-pytorch

Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation

2018

CFKG

xiangwang1223/knowledge_graph_attention_network LunaBlack/KGAT-pytorch

Neural Factorization Machines for Sparse Predictive Analytics

2017

NFM

shenweichen/DeepCTR shenweichen/DeepCTR-Torch

Knowledge Graph Convolutional Networks for Recommender Systems

2019

KGCN

hwwang55/KGCN zzaebok/KGCN-pytorch

Neural Collaborative Filtering vs. Matrix Factorization Revisited

2020

NGCF

google-research/google-research fdb78/NCF_recommender_systems

Yelp

Performance Over Time

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Top Performing Models

All Papers (8)

Learning Topological Representation for Networks via Hierarchical Sampling

Representation Learning for Heterogeneous Information Networks via Embedding Events

Metapath- and Entity-aware Graph Neural Network for Recommendation

KGAT: Knowledge Graph Attention Network for Recommendation

Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation

Neural Factorization Machines for Sparse Predictive Analytics

Knowledge Graph Convolutional Networks for Recommender Systems

Neural Collaborative Filtering vs. Matrix Factorization Revisited

Model	Paper	HR@10	Date
HSRL (DW)	Learning Topological Representation for Networks …	90.10	2019-02-15
Event2vec	Representation Learning for Heterogeneous Informa…	86.20	2019-01-29
PEAGAT	Metapath- and Entity-aware Graph Neural Network f…	0.91	2020-10-22
KGAT	KGAT: Knowledge Graph Attention Network for Recom…	0.88	2019-05-20
CFKG	Learning Heterogeneous Knowledge Base Embeddings …	0.87	2018-05-09
NFM	Neural Factorization Machines for Sparse Predicti…	0.86	2017-08-16
KGCN	Knowledge Graph Convolutional Networks for Recomm…	0.81	2019-03-18
NGCF	Neural Collaborative Filtering vs. Matrix Factori…	0.81	2020-05-19