Rating Prediction on MovieLens
0.4292RMSEALIGNUSER+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ALIGNUSER+2026.01 | 0.4292 | 0.3871 | |
| ContextSimEvaluation protocol=default2026.01 | 0.451 | 0.392 | |
| ALIGNUSER2026.01 | 0.4693 | 0.4151 | |
| ContextSim(fs)Evaluation protocol=few-shot2026.01 | 0.478 | 0.421 | |
| SimUSER2026.01 | 0.502 | 0.446 | |
| SimUSER2026.01 | 0.502 | 0.446 | |
| Agent4Rec2026.01 | 0.761 | 0.714 | |
| Agent4Rec2026.01 | 0.7612 | 0.7143 | |
| ASADPRECThroughput=89, Speedup=1.142026.06 | 0.916 | — | |
| SyncMulti2026.06 | 0.919 | — | |
| SyncSingle2026.06 | 0.93 | — | |
| RecMind-SImode=few-shot2026.01 | 1.0651 | 0.6731 | |
| RecAgent2026.01 | 1.102 | 0.763 | |
| RecAgent2026.01 | 1.1021 | 0.7632 | |
| AFM2026.01 | 1.176 | 0.872 | |
| AFM2026.01 | 1.1762 | 0.8723 | |
| MF2026.01 | 1.214 | 0.997 | |
| MF2026.01 | 1.2142 | 0.9971 |