Inductive dynamic link prediction on MOOC (Inductive)
99.43APTSNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TSNNNegative sampling=random2026.06 | 99.43 | 99.54 | |
| CTDG-SSMNSS=ind2026.06 | 98.64 | — | |
| CTDG-SSMNSS=rnd2026.06 | 98.49 | — | |
| TPNet+Negative Sampling Strategy=rnd2026.03 | 95.1 | — | |
| TPNetNegative Sampling Strategy=rnd2026.03 | 95.07 | — | |
| TPNetNegative sampling=random2026.06 | 95.07 | 95.55 | |
| DyG-MambaNSS=rnd2026.06 | 90.2 | — | |
| TGNNegative Sampling Strategy=rnd2026.03 | 89.04 | — | |
| TGNNegative sampling=random2026.06 | 89.04 | 91.24 | |
| PINTNegative sampling=random2026.06 | 87.9 | 90.27 | |
| FreeDyGNSS=rnd2026.06 | 87.75 | — | |
| DyGFormerNegative Sampling Strategy=rnd2026.03 | 86.96 | — | |
| DyGFormerNegative sampling=random2026.06 | 86.96 | 87.62 | |
| DyGFormer+Negative Sampling Strategy=rnd2026.03 | 86.92 | — | |
| TGATNegative sampling=random2026.06 | 85.5 | 86.84 | |
| TPNet+Negative Sampling Strategy=hist2026.03 | 83.96 | — | |
| TPNet+Negative Sampling Strategy=ind2026.03 | 83.96 | — | |
| NATNegative sampling=random2026.06 | 83.62 | 84.72 | |
| TCLNegative Sampling Strategy=rnd2026.03 | 82.38 | — | |
| DyGFormer+Negative Sampling Strategy=hist2026.03 | 82.17 | — | |
| DyGFormer+Negative Sampling Strategy=ind2026.03 | 82.17 | — | |
| TPNetNegative Sampling Strategy=hist2026.03 | 81.85 | — | |
| TPNetNegative Sampling Strategy=ind2026.03 | 81.85 | — | |
| DyG-MambaNSS=ind2026.06 | 81.67 | — | |
| CAWNNegative Sampling Strategy=rnd2026.03 | 81.42 | — | |
| CAWNNegative sampling=random2026.06 | 81.42 | 81.86 | |
| GraphMixerNegative Sampling Strategy=rnd2026.03 | 81.41 | — | |
| FreeDyGNSS=ind2026.06 | 81.41 | — | |
| GraphMixerNegative sampling=random2026.06 | 81.41 | 82.77 | |
| DyRepNegative sampling=random2026.06 | 81.07 | 84.03 | |
| DyGFormerNegative Sampling Strategy=hist2026.03 | 80.82 | — | |
| DyGFormerNegative Sampling Strategy=ind2026.03 | 80.82 | — | |
| TCLNegative sampling=random2026.06 | 80.6 | 81.43 | |
| JODIENegative sampling=random2026.06 | 79.63 | 83.16 | |
| TGNNegative Sampling Strategy=hist2026.03 | 77.07 | — | |
| TGNNegative Sampling Strategy=ind2026.03 | 77.07 | — | |
| TCLNegative Sampling Strategy=hist2026.03 | 77.06 | — | |
| CAWNNegative Sampling Strategy=ind2026.03 | 74.69 | — | |
| CAWNNegative Sampling Strategy=hist2026.03 | 74.68 | — | |
| TCLNegative Sampling Strategy=ind2026.03 | 74.65 | — | |
| GraphMixerNegative Sampling Strategy=hist2026.03 | 74 | — | |
| GraphMixerNegative Sampling Strategy=ind2026.03 | 73.99 | — |