Multi-behavior Recommendation on MovieLens 10M
8.01HR@10SpectraMB
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SpectraMBBehavior Setting=Multi-Behavior2026.06 | 8.01 | 3.82 | 13.68 | 5.24 | |
| UIPLBehavior Setting=Multi-Behavior2026.06 | 7.91 | 3.73 | 13.51 | 5.12 | |
| BCIPMBehavior Setting=Multi-Behavior2026.06 | 7.82 | 3.62 | 13.45 | 5.01 | |
| SimGCLBehavior Setting=Single-Behavior2026.06 | 6.95 | 3.38 | 12.28 | 4.78 | |
| DeMBRBehavior Setting=Multi-Behavior2026.06 | 6.85 | 3.21 | 11.71 | 4.41 | |
| LightGCNBehavior Setting=Single-Behavior2026.06 | 6.6 | 3.17 | 11.72 | 4.52 | |
| MB-CGCNBehavior Setting=Multi-Behavior2026.06 | 6.19 | 2.92 | 10.62 | 4.02 | |
| PKEFBehavior Setting=Multi-Behavior2026.06 | 5.91 | 2.64 | 9.87 | 3.59 | |
| MBGCNBehavior Setting=Multi-Behavior2026.06 | 4.67 | 2.32 | 7.68 | 3.09 | |
| MISSLBehavior Setting=Multi-Behavior2026.06 | 4.15 | 1.98 | 7.68 | 2.82 | |
| S-MBRecBehavior Setting=Multi-Behavior2026.06 | 3.4 | 1.64 | 6.66 | 2.38 | |
| MBIDBehavior Setting=Multi-Behavior2026.06 | 3.27 | 2.18 | 5.5 | 3.56 |