Recommendation on ML-100K (test)
0.323RecallICPNS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ICPNSBackbone=NGCF2026.02 | 0.323 | 0.551 | 0.356 | 0.219 | — | |
| ICPNSBackbone=LightGCL2026.02 | 0.316 | 0.538 | 0.354 | 0.227 | — | |
| ICPNSBackbone=LightGCN2026.02 | 0.311 | 0.514 | 0.332 | 0.204 | — | |
| HNSBackbone=LightGCN2026.02 | 0.284 | 0.476 | 0.288 | 0.179 | — | |
| HNSBackbone=NGCF2026.02 | 0.279 | 0.465 | 0.29 | 0.178 | — | |
| RNSBackbone=LightGCN2026.02 | 0.276 | 0.45 | 0.281 | 0.175 | — | |
| RNSBackbone=NGCF2026.02 | 0.274 | 0.46 | 0.282 | 0.175 | — | |
| PNSBackbone=NGCF2026.02 | 0.272 | 0.452 | 0.28 | 0.177 | — | |
| HNSBackbone=LightGCL2026.02 | 0.272 | 0.445 | 0.269 | 0.166 | — | |
| PNSBackbone=LightGCN2026.02 | 0.27 | 0.445 | 0.275 | 0.172 | — | |
| RNSBackbone=LightGCL2026.02 | 0.27 | 0.435 | 0.271 | 0.171 | — | |
| ICPNSBackbone=BPR2026.02 | 0.269 | 0.413 | 0.257 | 0.162 | — | |
| RNSBackbone=BPR2026.02 | 0.266 | 0.418 | 0.264 | 0.17 | — | |
| ICPNSBackbone=DMF2026.02 | 0.265 | 0.398 | 0.254 | 0.158 | — | |
| ICPNSBackbone=NeuMF2026.02 | 0.263 | 0.424 | 0.267 | 0.167 | — | |
| RNSBackbone=DMF2026.02 | 0.259 | 0.414 | 0.256 | 0.161 | — | |
| HNSBackbone=BPR2026.02 | 0.258 | 0.398 | 0.25 | 0.159 | — | |
| PNSBackbone=LightGCL2026.02 | 0.257 | 0.426 | 0.261 | 0.164 | — | |
| PNSBackbone=NeuMF2026.02 | 0.256 | 0.421 | 0.26 | 0.162 | — | |
| PNSBackbone=DMF2026.02 | 0.256 | 0.405 | 0.25 | 0.158 | — | |
| HNSBackbone=NeuMF2026.02 | 0.254 | 0.419 | 0.251 | 0.157 | — | |
| PNSBackbone=BPR2026.02 | 0.253 | 0.408 | 0.254 | 0.162 | — | |
| RNSBackbone=NeuMF2026.02 | 0.253 | 0.415 | 0.259 | 0.162 | — | |
| HNSBackbone=DMF2026.02 | 0.248 | 0.4 | 0.246 | 0.154 | — | |
| Autoencoder2026.04 | — | — | — | — | 0.3394 | |
| LIA2026.04 | — | — | — | — | 0.3578 | |
| MF2026.04 | — | — | — | — | 0.3484 | |
| MultVAE2026.04 | — | — | — | — | 0.3532 |