Recommendation on Gowalla (OOD)
0.1015Recall@20DSL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DSLBackbone=MF2026.02 | 0.1015 | 0.0747 | |
| PSL-reluBackbone=MF, Evaluation Protocol=OOD setting with popularity shift2024.10 | 0.1014 | 0.0752 | |
| PSL-tanhBackbone=MF, Evaluation Protocol=OOD setting with popularity shift2024.10 | 0.1013 | 0.0748 | |
| PSL-atanBackbone=MF, Evaluation Protocol=OOD setting with popularity shift2024.10 | 0.1013 | 0.0748 | |
| SLBackbone=MF, Evaluation Protocol=OOD setting with popularity shift2024.10 | 0.1006 | 0.0737 | |
| BSLBackbone=MF, Evaluation Protocol=OOD setting with popularity shift2024.10 | 0.1006 | 0.0738 | |
| PSLBackbone=MF2026.02 | 0.1005 | 0.0743 | |
| SL@KBackbone=MF2026.02 | 0.098 | 0.0734 | |
| BSLBackbone=MF2026.02 | 0.0975 | 0.0709 | |
| SLBackbone=MF2026.02 | 0.0972 | 0.0705 | |
| AdvInfoNCEBackbone=MF, Evaluation Protocol=OOD setting with popularity shift2024.10 | 0.0927 | 0.0676 | |
| LLPAUCBackbone=MF, Evaluation Protocol=OOD setting with popularity shift2024.10 | 0.0729 | 0.0522 | |
| LLPAUCBackbone=MF2026.02 | 0.0727 | 0.0522 | |
| AdvInfoNCEBackbone=MF2026.02 | 0.0649 | 0.0463 | |
| BPRBackbone=MF, Evaluation Protocol=OOD setting with popularity shift2024.10 | 0.0382 | 0.0273 | |
| GuidedRecBackbone=MF2026.02 | 0.0296 | 0.0214 | |
| BPRBackbone=MF2026.02 | 0.0256 | 0.0174 |