Link Prediction on MOOC (inductive)
97.97AUC-ROCEVP
Evaluation Results
| Method | Links | |
|---|---|---|
| EVP2025.10 | 97.97 | |
| DiffDyGNegative Sampling Strategy=Random2026.05 | 95.4 | |
| GRNNegative sampling strategy=random2024.11 | 91.82 | |
| DiffDyGNegative Sampling Strategy=Historical2026.05 | 82.79 | |
| DiffDyGNegative Sampling Strategy=Inductive2026.05 | 82.79 | |
| TGNNegative sampling strategy=random2024.11 | 76.07 | |
| TGATNegative sampling strategy=random2024.11 | 76.05 | |
| JODIENegative sampling strategy=random2024.11 | 75.66 | |
| TCLNegative sampling strategy=random2024.11 | 71.98 | |
| GraphMixerNegative sampling strategy=random2024.11 | 70 | |
| DyGPrompt2025.10 | 69.77 | |
| DyRepNegative sampling strategy=random2024.11 | 67.86 | |
| CAWNNegative sampling strategy=random2024.11 | 65.62 | |
| DyGFormerNegative sampling strategy=random2024.11 | 65.56 | |
| TIGPrompt2025.10 | 64.98 | |
| TREND2025.10 | 57.52 | |
| ProG2025.10 | 56.42 | |
| DDGCL2025.10 | 55.18 | |
| TGN2025.10 | 54.62 | |
| GAT-ROLAND2025.10 | 54.01 | |
| CPDG2025.10 | 53.58 | |
| TGAT2025.10 | 51.42 | |
| GraphMixer2025.10 | 51.16 | |
| GraphPrompt2025.10 | 50.27 | |
| GCN-ROLAND2025.10 | 49.16 |