Top-10 Recommendation on Gowalla 1m (test)
14.66Hit RateXSimGCL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| XSimGCLLearning Paradigm=Centralized2026.03 | 14.66 | 15.76 | |
| SGLLearning Paradigm=Centralized2026.03 | 13.64 | 14.71 | |
| LightGCNLearning Paradigm=Centralized2026.03 | 13.03 | 14.35 | |
| MFLearning Paradigm=Centralized2026.03 | 10.21 | 10.85 | |
| FastPFRecLearning Paradigm=Federated2026.03 | 9.97 | 10.73 | |
| PerFedRec++Learning Paradigm=Federated2026.03 | 9.03 | 10.23 | |
| PerFedRecLearning Paradigm=Federated2026.03 | 8.78 | 9.68 | |
| FedGNNLearning Paradigm=Federated2026.03 | 8.77 | 9.68 | |
| FedNCFLearning Paradigm=Federated2026.03 | 7.12 | 8.22 | |
| FedMFLearning Paradigm=Federated2026.03 | 6.49 | 6.85 |