Recommendation on MIND (test)
16.6Recall@20LUMOS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LUMOSTraining Setting=Federated2026.02 | 16.6 | — | 7.3 | — | |
| SASRecTraining Setting=Centralized2026.02 | 15.1 | — | 6.9 | — | |
| ConFedSRSBackbone=SASRec, Training Setting=Federated2026.02 | 13.7 | — | 6.2 | — | |
| GRU4RecTraining Setting=Centralized2026.02 | 13.1 | — | 5.8 | — | |
| ConFedSRSBackbone=GRU4Rec, Training Setting=Federated2026.02 | 13 | — | 6.1 | — | |
| RecLM (LightGCN)Backbone=LightGCN, Setting=Full-Shot, Variant=Augment2024.12 | 7.88 | 9.83 | 3.37 | 3.84 | |
| RecLM (NCF)Backbone=NCF, Setting=Full-Shot, Variant=Augment2024.12 | 7.6 | 12.33 | 2.88 | 4.14 | |
| RecLM (SGL)Backbone=SGL, Setting=Full-Shot, Variant=Augment2024.12 | 7.32 | 9.67 | 3.67 | 4.21 | |
| RecLM (BiasMF)Backbone=BiasMF, Setting=Full-Shot, Variant=Augment2024.12 | 7.19 | 13.53 | 2.72 | 4.11 | |
| NCFBackbone=NCF, Setting=Full-Shot, Variant=Base2024.12 | 7.13 | 9.85 | 3.25 | 4.45 | |
| FedSeqBackbone=GRU4Rec, Training Setting=Federated2026.02 | 7 | — | 2.4 | — | |
| BiasMFBackbone=BiasMF, Setting=Full-Shot, Variant=Base2024.12 | 6.83 | 10.39 | 3.11 | 3.99 | |
| FedSeqBackbone=SASRec, Training Setting=Federated2026.02 | 6.5 | — | 2.28 | — | |
| RecLM (SimGCL)Backbone=SimGCL, Setting=Full-Shot, Variant=Augment2024.12 | 5.76 | 9.08 | 2.32 | 3.29 | |
| RecLM (NCF)Backbone=NCF, Setting=Zero-Shot, Variant=Augment2024.12 | 4.24 | 4.69 | 1.12 | 1.22 | |
| SimGCLBackbone=SimGCL, Setting=Full-Shot, Variant=Base2024.12 | 4.21 | 6.36 | 1.55 | 2.12 | |
| LightGCNBackbone=LightGCN, Setting=Full-Shot, Variant=Base2024.12 | 3.89 | 7.02 | 1.5 | 2.19 | |
| SGLBackbone=SGL, Setting=Full-Shot, Variant=Base2024.12 | 3.45 | 7.08 | 1.27 | 2.1 | |
| RecLM (SimGCL)Backbone=SimGCL, Setting=Zero-Shot, Variant=Augment2024.12 | 3.12 | 3.88 | 0.98 | 1.15 | |
| NCFBackbone=NCF, Setting=Zero-Shot, Variant=Base2024.12 | 3.01 | 3.83 | 0.8 | 0.97 | |
| RecLM (SGL)Backbone=SGL, Setting=Zero-Shot, Variant=Augment2024.12 | 2.54 | 4.5 | 0.89 | 1.07 | |
| RecLM (BiasMF)Backbone=BiasMF, Setting=Zero-Shot, Variant=Augment2024.12 | 2.46 | 3.73 | 1.07 | 1.35 | |
| RecLM (LightGCN)Backbone=LightGCN, Setting=Zero-Shot, Variant=Augment2024.12 | 1.96 | 3.89 | 0.64 | 0.86 | |
| SimGCLBackbone=SimGCL, Setting=Zero-Shot, Variant=Base2024.12 | 1.64 | 3 | 0.55 | 0.84 | |
| SGLBackbone=SGL, Setting=Zero-Shot, Variant=Base2024.12 | 1.62 | 2.64 | 0.62 | 0.74 | |
| LightGCNBackbone=LightGCN, Setting=Zero-Shot, Variant=Base2024.12 | 1.38 | 2.92 | 0.46 | 0.78 | |
| BiasMFBackbone=BiasMF, Setting=Zero-Shot, Variant=Base2024.12 | 0.96 | 1.65 | 0.31 | 0.41 |