RippleNet

Reported on 6 benchmarks across 1 task · 1 paper · 5 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Miscellaneous6 results

Click-Through Rate PredictiononBing News
Accuracy· 2018-03-09
63.2
SOTA
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems arXiv:1803.03467
Click-Through Rate PredictiononMovieLens 1M
AUC· 2018-03-09
0.921
best: 0.9712 (STEC)
SOTA
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems arXiv:1803.03467
Click-Through Rate PredictiononMovieLens 1M
Accuracy· 2018-03-09
84.4
SOTA
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems arXiv:1803.03467
Click-Through Rate PredictiononBook-Crossing
AUC· 2018-03-09
0.729
best: 0.738 (KGCN-sum)
SOTA
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems arXiv:1803.03467
Click-Through Rate PredictiononBook-Crossing
Accuracy· 2018-03-09
0.662
SOTA
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems arXiv:1803.03467
Click-Through Rate PredictiononBing News
AUC· 2018-03-09
0.678
best: 0.84 (xDeepFM)
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems arXiv:1803.03467