Inductive Dynamic Link Prediction on MOOC (AUC-ROC)
95.28AUC-ROCDSRD
Evaluation results
| Method | Links | |
|---|---|---|
| DSRDNegative Sampling Strategy=random2026.05 | 95.28 | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 88.19 | |
| DSRDNegative Sampling Strategy=historical2026.05 | 87.85 | |
| TFWaveFormerNSS=ind2026.03 | 81.96 | |
| TFWaveFormerNSS=hist2026.03 | 81.95 | |
| DyGFormerNSS=hist2026.03 | 80.77 | |
| DyGFormerNSS=ind2026.03 | 80.77 | |
| JODIENegative Sampling Strategy=random2026.05 | 80.4 | |
| TGNNSS=hist2026.03 | 77.69 | |
| TGNNSS=ind2026.03 | 77.68 | |
| TGATNSS=hist2026.03 | 74.08 | |
| TGATNSS=ind2026.03 | 74.07 | |
| FreeDyGNSS=ind2026.03 | 73.61 | |
| FreeDyGNSS=hist2026.03 | 73.6 | |
| GraphMixerNSS=hist2026.03 | 72.53 | |
| GraphMixerNSS=ind2026.03 | 72.52 | |
| CAWNNSS=ind2026.03 | 71.69 | |
| CAWNNSS=hist2026.03 | 71.68 | |
| TCLNSS=ind2026.03 | 69.83 | |
| TCLNSS=hist2026.03 | 69.82 | |
| JODIENSS=hist2026.03 | 64.48 | |
| JODIENSS=ind2026.03 | 64.48 | |
| DyRepNSS=hist2026.03 | 64.23 | |
| DyRepNSS=ind2026.03 | 64.22 | |
| JODIENegative Sampling Strategy=historical2026.05 | 60.98 | |
| JODIENegative Sampling Strategy=inductive2026.05 | 60.98 |