Dynamic Link Prediction on UCI (transductive)
97.44APTIDFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| TIDFormerNegative Sampling Strategy=random2025.05 | 97.44 | |
| TPNetNegative Sampling Strategy=random2025.05 | 97.35 | |
| RepeatMixerNegative Sampling Strategy=random2025.05 | 96.74 | |
| FreeDyGNegative Sampling Strategy=random2025.05 | 96.28 | |
| FreeDyGNSS=rnd2026.06 | 96.28 | |
| DyG-MambaNSS=rnd2026.06 | 96.14 | |
| DyGFormerNegative Sampling Strategy=random2025.05 | 95.79 | |
| CAWNNegative Sampling Strategy=random2025.05 | 95.18 | |
| GraphMixerNegative Sampling Strategy=random2025.05 | 93.25 | |
| TGNNegative Sampling Strategy=random2025.05 | 92.34 | |
| CTDG-SSMNSS=INS2026.06 | 91.44 | |
| CTDG-SSMNSS=ind2026.06 | 91.44 | |
| CTDG-SSMNSS=RNS2026.06 | 90.18 | |
| CTDG-SSMNSS=rnd2026.06 | 90.18 | |
| TIDFormerNegative Sampling Strategy=historical2025.05 | 89.57 | |
| JODIENegative Sampling Strategy=random2025.05 | 89.43 | |
| CTDG-SSMNSS=HNS2026.06 | 88.87 | |
| CTDG-SSMNSS=hist2026.06 | 88.87 | |
| RepeatMixerNegative Sampling Strategy=historical2025.05 | 87.23 | |
| TPNetNegative Sampling Strategy=historical2025.05 | 86.34 | |
| FreeDyGNegative Sampling Strategy=historical2025.05 | 86.1 | |
| FreeDyGNSS=hist2026.06 | 86.1 | |
| TIDFormerNegative Sampling Strategy=inductive2025.05 | 85.81 | |
| RepeatMixerNegative Sampling Strategy=inductive2025.05 | 84.2 | |
| GraphMixerNegative Sampling Strategy=historical2025.05 | 84.11 | |
| FreeDyGNegative Sampling Strategy=inductive2025.05 | 82.35 | |
| FreeDyGNSS=ind2026.06 | 82.35 | |
| DyGFormerNegative Sampling Strategy=historical2025.05 | 82.17 | |
| DyG-MambaNSS=hist2026.06 | 81.36 | |
| TGNNegative Sampling Strategy=historical2025.05 | 80.43 | |
| GraphMixerNegative Sampling Strategy=inductive2025.05 | 80.1 | |
| TGATNegative Sampling Strategy=random2025.05 | 79.63 | |
| DyG-MambaNSS=ind2026.06 | 77.75 | |
| TPNetNegative Sampling Strategy=inductive2025.05 | 77.26 | |
| EdgebankNSS=rnd2026.06 | 76.2 | |
| JODIENegative Sampling Strategy=historical2025.05 | 75.24 | |
| DyGFormerNegative Sampling Strategy=inductive2025.05 | 72.25 | |
| TGNNegative Sampling Strategy=inductive2025.05 | 70.94 | |
| TGATNegative Sampling Strategy=inductive2025.05 | 68.67 | |
| TGATNegative Sampling Strategy=historical2025.05 | 68.27 | |
| JODIENegative Sampling Strategy=inductive2025.05 | 65.99 | |
| EdgebankNSS=hist2026.06 | 65.5 | |
| CAWNNegative Sampling Strategy=historical2025.05 | 65.3 | |
| DyRepNegative Sampling Strategy=random2025.05 | 65.14 | |
| CAWNNegative Sampling Strategy=inductive2025.05 | 64.61 | |
| EdgebankNSS=ind2026.06 | 57.43 | |
| DyRepNegative Sampling Strategy=historical2025.05 | 55.1 | |
| DyRepNegative Sampling Strategy=inductive2025.05 | 54.79 |