GRALS

Reported on 7 benchmarks across 1 task · 1 paper · 1 SOTA

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

Knowledge Base8 results

Recommendation SystemsonYahooMusic
RMSE· uses extra data· 2019-08-25
22.76
SOTA
Scalable Probabilistic Matrix Factorization with Graph-Based Priors arXiv:1908.09393
Recommendation SystemsonMovieLens 100K
RMSE (u1 Splits)· uses extra data
0.945
best: 0.884 (CDLD-GR (doi: 10.5281/zenodo.15851754))
Recommendation SystemsonFlixster
RMSE· uses extra data
0.845
Recommendation SystemsonYahooMusic
RMSE· uses extra data
22.872
best: 22.76
Recommendation SystemsonYahooMusic Monti
RMSE· uses extra data
38.0423
best: 18.9 (MG-GAT)
Recommendation SystemsonDouban
RMSE· uses extra data
0.714
best: 0.6911 (I-CFN)
Recommendation SystemsonDouban Monti
RMSE· uses extra data
0.8326
best: 0.7208 (GLocal-K)
Recommendation SystemsonFlixster Monti
RMSE· uses extra data
1.2447
best: 0.872 (IGMC)