Cold-start Recommendation on Electronics (test)
5.26Recall@20SEMCo-Online
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SEMCo-OnlineTraining Strategy=Online Distillation, Activation Function=Sparsemax2026.04 | 5.26 | 2.36 | 2.14 | 62.01 | |
| SEMCo-OnlineTraining Strategy=Online Distillation, Activation Function=Entmax2026.04 | 5.14 | 2.3 | 2.11 | 59.5 | |
| SEMCo-OfflineTraining Strategy=Offline Distillation, Activation Function=Entmax2026.04 | 4.93 | 2.23 | 2.06 | 61.17 | |
| SEMCo-OfflineTraining Strategy=Offline Distillation, Activation Function=Sparsemax2026.04 | 4.92 | 2.23 | 2.07 | 62.65 | |
| SEMCoTraining Strategy=Standard, Activation Function=Sparsemax2026.04 | 4.81 | 2.17 | 1.94 | 62.33 | |
| SEMCoTraining Strategy=Standard, Activation Function=Softmax2026.04 | 4.62 | 2.1 | 1.95 | 63.81 | |
| SEMCoTraining Strategy=Standard, Activation Function=Entmax2026.04 | 4.58 | 2.11 | 1.98 | 67.49 | |
| SEMCo-OfflineTraining Strategy=Offline Distillation, Activation Function=Softmax2026.04 | 4.45 | 2.01 | 1.88 | 55.78 | |
| GoRecTraining Strategy=Cold-Start Baseline2026.04 | 3.76 | 1.71 | 0.92 | 15.23 | |
| HeaterTraining Strategy=Cold-Start Baseline2026.04 | 3.29 | 1.49 | 0.69 | 12.79 | |
| GARTraining Strategy=Cold-Start Baseline2026.04 | 3.21 | 1.48 | 0.74 | 24.83 | |
| CLCRecTraining Strategy=Cold-Start Baseline2026.04 | 2.99 | 1.38 | 0.9 | 28.64 | |
| ALDITraining Strategy=Cold-Start Baseline2026.04 | 2.97 | 1.3 | 0.61 | 17.59 |