Dynamic link prediction on MOOC
89.15APTGN
Evaluation results
| Method | Links | |
|---|---|---|
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 89.15 | |
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 87.52 | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 87.06 | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 85.85 | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 85.84 | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 82.78 | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 82.38 | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 82.19 | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 81.97 | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 81.24 | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 80.23 | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 80.15 | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 78.94 | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 77.77 | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 77.5 | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 77.06 | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 75.95 | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 75.6 | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 74.65 | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 74.27 | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 74.05 | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 73.51 | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 65.23 | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 61.66 | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 60.71 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 57.97 | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 49.43 |