Inductive Dynamic Link Prediction on MOOC Inductive (AUC)
95.55AUCTPNet
Evaluation results
| Method | Links | |
|---|---|---|
| TPNetNegative Sampling Strategy=rnd2026.03 | 95.55 | |
| TPNet+Negative Sampling Strategy=rnd2026.03 | 95.55 | |
| TGNNegative Sampling Strategy=rnd2026.03 | 91.24 | |
| DyGFormer+Negative Sampling Strategy=rnd2026.03 | 87.91 | |
| DyGFormerNegative Sampling Strategy=rnd2026.03 | 87.62 | |
| TPNet+Negative Sampling Strategy=hist2026.03 | 85.12 | |
| TPNet+Negative Sampling Strategy=ind2026.03 | 85.12 | |
| TPNetNegative Sampling Strategy=hist2026.03 | 84.46 | |
| TPNetNegative Sampling Strategy=ind2026.03 | 84.46 | |
| GraphMixerNegative Sampling Strategy=rnd2026.03 | 82.77 | |
| CAWNNegative Sampling Strategy=rnd2026.03 | 81.86 | |
| TCLNegative Sampling Strategy=rnd2026.03 | 81.43 | |
| DyGFormer+Negative Sampling Strategy=hist2026.03 | 81.32 | |
| DyGFormer+Negative Sampling Strategy=ind2026.03 | 81.32 | |
| DyGFormerNegative Sampling Strategy=hist2026.03 | 80.77 | |
| DyGFormerNegative Sampling Strategy=ind2026.03 | 80.77 | |
| TGNNegative Sampling Strategy=hist2026.03 | 77.69 | |
| TGNNegative Sampling Strategy=ind2026.03 | 77.68 | |
| GraphMixerNegative Sampling Strategy=hist2026.03 | 72.53 | |
| GraphMixerNegative Sampling Strategy=ind2026.03 | 72.52 | |
| CAWNNegative Sampling Strategy=ind2026.03 | 71.69 | |
| CAWNNegative Sampling Strategy=hist2026.03 | 71.68 | |
| TCLNegative Sampling Strategy=ind2026.03 | 69.83 | |
| TCLNegative Sampling Strategy=hist2026.03 | 69.82 |