Collaborative Filtering on Yelp (MRR@10, NDCG@10, MAP@10)
0.086MRR@10DDC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DDCBackbone=LightGCN2025.12 | 0.086 | 0.0578 | 0.0354 | |
| DDCBackbone=LightGCN2025.12 | 0.086 | 0.0578 | 0.0354 | |
| TPABBackbone=LightGCN2025.12 | 0.0782 | 0.0544 | 0.0323 | |
| PAACBackbone=LightGCN2025.12 | 0.0781 | 0.0534 | 0.0307 | |
| DCCLBackbone=LightGCN2025.12 | 0.0772 | 0.0535 | 0.0319 | |
| DICEBackbone=LightGCN2025.12 | 0.077 | 0.0528 | 0.0318 | |
| LightGCNBackbone=LightGCN2025.12 | 0.0766 | 0.0534 | 0.032 | |
| LightGCNBackbone=LightGCN2025.12 | 0.0766 | 0.0534 | 0.032 | |
| PCBackbone=LightGCN2025.12 | 0.0764 | 0.0532 | 0.0317 | |
| DDCBackbone=MF2025.12 | 0.076 | 0.0502 | 0.0308 | |
| DDCBackbone=MF2025.12 | 0.076 | 0.0502 | 0.0308 | |
| MFBackbone=MF2025.12 | 0.0588 | 0.041 | 0.0236 | |
| MFBackbone=MF2025.12 | 0.0588 | 0.041 | 0.0236 | |
| DCCLBackbone=MF2025.12 | 0.0585 | 0.0406 | 0.0233 | |
| DCCLBackbone=MF2025.12 | 0.0585 | 0.0406 | 0.0233 | |
| TPABBackbone=MF2025.12 | 0.058 | 0.0406 | 0.0232 | |
| PAACBackbone=MF2025.12 | 0.0577 | 0.0398 | 0.0228 | |
| DICEBackbone=MF2025.12 | 0.051 | 0.0345 | 0.0192 | |
| DICEBackbone=MF2025.12 | 0.051 | 0.0345 | 0.0192 | |
| MACRBackbone=MF2025.12 | 0.0451 | 0.0313 | 0.0172 | |
| MACRBackbone=LightGCN2025.12 | 0.0365 | 0.025 | 0.0138 | |
| IPSBackbone=MF2025.12 | 0.0283 | 0.0194 | 0.0105 | |
| IPSBackbone=MF2025.12 | 0.0283 | 0.0194 | 0.0105 | |
| IPSBackbone=LightGCN2025.12 | 0.0269 | 0.0178 | 0.0093 | |
| PCBackbone=MF2025.12 | 0.0178 | 0.0123 | 0.0063 |