Dynamic Link Prediction on Flights
98.91APDyGFormer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 98.91 | — | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 98.51 | — | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 97.95 | — | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 95.6 | — | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 95.29 | — | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 94.03 | — | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 91.23 | — | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 90.99 | — | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 89.35 | — | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 81.08 | — | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 75.48 | — | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 74.87 | — | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 74.62 | — | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 72.38 | — | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 71.47 | — | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 71.09 | — | |
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 70.92 | — | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 70.68 | — | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 70.57 | — | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 70.53 | — | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 69.18 | — | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 69.07 | — | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 67.61 | — | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 66.7 | — | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 66.59 | — | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 66.48 | — | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 64.72 | — | |
| CAWNNegative Sampling Strategy=historical2026.03 | — | 66.11 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | — | 69.7 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | — | 68.09 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | — | 69.53 | |
| DyRepNegative Sampling Strategy=historical2026.03 | — | 69.43 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | — | 71.13 | |
| EdgeBankNegative Sampling Strategy=historical2026.03 | — | 74.64 | |
| EdgeBankNegative Sampling Strategy=inductive2026.03 | — | 81.1 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | — | 68.57 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | — | 64.26 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | — | 70.37 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | — | 72.21 | |
| JODIENegative Sampling Strategy=historical2026.03 | — | 68.97 | |
| JODIENegative Sampling Strategy=inductive2026.03 | — | 69.99 | |
| TCLNegative Sampling Strategy=historical2026.03 | — | 70.57 | |
| TCLNegative Sampling Strategy=inductive2026.03 | — | 72.54 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | — | 68.63 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | — | 71.11 | |
| TGATNegative Sampling Strategy=historical2026.03 | — | 72.2 | |
| TGATNegative Sampling Strategy=inductive2026.03 | — | 73.47 | |
| TGNNegative Sampling Strategy=historical2026.03 | — | 68.39 | |
| TGNNegative Sampling Strategy=inductive2026.03 | — | 71.63 |