Top-K Recommendation on Games
5.32MRR@20Talos
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TalosBackbone=MF2026.01 | 5.32 | 10.63 | |
| TalosBackbone=LGCN2026.01 | 5.28 | 10.56 | |
| TalosBackbone=XSimGCL2026.01 | 5.26 | 10.57 | |
| LLPAUCBackbone=XSimGCL2026.01 | 5.17 | 10.37 | |
| BSLBackbone=MF2026.01 | 5.14 | 10.35 | |
| PSLBackbone=MF2026.01 | 5.14 | 10.35 | |
| SLBackbone=LGCN2026.01 | 5.14 | 10.35 | |
| PSLBackbone=LGCN2026.01 | 5.14 | 10.31 | |
| AdvInfoNCEBackbone=LGCN2026.01 | 5.13 | 10.32 | |
| SLBackbone=MF2026.01 | 5.11 | 10.27 | |
| BSLBackbone=LGCN2026.01 | 5.11 | 10.31 | |
| AdvInfoNCEBackbone=MF2026.01 | 5.05 | 10.27 | |
| LLPAUCBackbone=LGCN2026.01 | 5.05 | 10.12 | |
| PSLBackbone=XSimGCL2026.01 | 5.05 | 10.19 | |
| BSLBackbone=XSimGCL2026.01 | 5.04 | 10.23 | |
| SLBackbone=XSimGCL2026.01 | 5.03 | 10.17 | |
| AdvInfoNCEBackbone=XSimGCL2026.01 | 5.02 | 10.19 | |
| SmoothI@KBackbone=LGCN2026.01 | 4.96 | 9.81 | |
| SmoothI@KBackbone=MF2026.01 | 4.92 | 9.73 | |
| BPRBackbone=XSimGCL2026.01 | 4.83 | 9.76 | |
| BPRBackbone=LGCN2026.01 | 4.67 | 9.52 | |
| LLPAUCBackbone=MF2026.01 | 4.5 | 9.22 | |
| RS@KBackbone=LGCN2026.01 | 4.14 | 8.16 | |
| RS@KBackbone=XSimGCL2026.01 | 4.02 | 8.24 | |
| AATPBackbone=XSimGCL2026.01 | 3.98 | 8.33 | |
| BPRBackbone=MF2026.01 | 3.39 | 6.99 | |
| SmoothI@KBackbone=XSimGCL2026.01 | 3.3 | 6.84 | |
| AATPBackbone=MF2026.01 | 3.18 | 6.74 | |
| AATPBackbone=LGCN2026.01 | 2.62 | 5.74 | |
| RS@KBackbone=MF2026.01 | 2.32 | 4.58 |