FedGNN

Reported on 5 benchmarks across 1 task · 1 paper · 2 SOTA

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

Knowledge Base5 results

Recommendation SystemsonMovieLens 100K
RMSE· 2021-02-09
0.92
best: 0.91 (FedPerGNN)
SOTA
FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation arXiv:2102.04925
Recommendation SystemsonFlixster
RMSE· 2021-02-09
0.989
best: 0.845 (GRALS)
SOTA
FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation arXiv:2102.04925
Recommendation SystemsonMovieLens 1M
RMSE· 2021-02-09
0.848
best: 0.8227 (GLocal-K)
FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation arXiv:2102.04925
Recommendation SystemsonMovieLens 10M
RMSE· 2021-02-09
0.803
best: 0.7485 (Bayesian timeSVD++ flipped)
FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation arXiv:2102.04925
Recommendation SystemsonDouban
RMSE· 2021-02-09
0.79
best: 0.6911 (I-CFN)
FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation arXiv:2102.04925