Dynamic Link Prediction on Contact (inductive split)
98.42APCTDG-SSM
Evaluation results
| Method | Links | |
|---|---|---|
| CTDG-SSMNSS=rnd2026.06 | 98.42 | |
| DyGMambaNSS=rnd2026.06 | 98.16 | |
| DyGFormerNSS=rnd2026.06 | 98.03 | |
| CTDG-SSMNSS=ind2026.06 | 96.78 | |
| TGATNSS=rnd2026.06 | 95.87 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 95.27 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 94.69 | |
| JODIENSS=rnd2026.06 | 94.34 | |
| TGATNegative Sampling Strategy=historical2026.03 | 94.15 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 94.14 | |
| TGATNSS=ind2026.06 | 94.14 | |
| DyGMambaNSS=ind2026.06 | 94.05 | |
| TGNNSS=rnd2026.06 | 93.82 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 93.56 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 93.55 | |
| DyGFormerNSS=ind2026.06 | 93.55 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 92.34 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 92.33 | |
| DyRepNSS=rnd2026.06 | 92.18 | |
| TCLNSS=rnd2026.06 | 91.11 | |
| GraphMixerNSS=rnd2026.06 | 90.59 | |
| TCLNegative Sampling Strategy=historical2026.03 | 90.44 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 90.43 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 90.43 | |
| JODIENSS=ind2026.06 | 90.43 | |
| TCLNSS=ind2026.06 | 90.43 | |
| JODIENegative Sampling Strategy=historical2026.03 | 90.42 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 89.91 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 89.91 | |
| GraphMixerNSS=ind2026.06 | 89.91 | |
| CAWNNSS=rnd2026.06 | 89.55 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 89.22 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 89.22 | |
| DyRepNSS=ind2026.06 | 89.22 | |
| TGNNegative Sampling Strategy=historical2026.03 | 88.13 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 88.12 | |
| TGNNSS=ind2026.06 | 88.12 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 74.2 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 74.19 | |
| CAWNNSS=ind2026.06 | 74.19 |