Dynamic Link Prediction on UN Trade (inductive split)
99.23APDSRD
Evaluation results
| Method | Links | |
|---|---|---|
| DSRDSampling Strategy=random2026.05 | 99.23 | |
| DSRDSampling Strategy=historical2026.05 | 96 | |
| DSRDSampling Strategy=inductive2026.05 | 96 | |
| CTDG-SSMNSS=rnd2026.06 | 72.42 | |
| DyGMambaNSS=rnd2026.06 | 70.55 | |
| CTDG-SSMNSS=ind2026.06 | 69.24 | |
| CAWNNSS=rnd2026.06 | 65.24 | |
| DyGFormerNSS=rnd2026.06 | 64.55 | |
| TCLNSS=rnd2026.06 | 62.21 | |
| GraphMixerNSS=rnd2026.06 | 62.17 | |
| TGATNSS=rnd2026.06 | 61.03 | |
| JODIENSS=rnd2026.06 | 59.65 | |
| TGNNSS=rnd2026.06 | 58.31 | |
| DyRepNSS=rnd2026.06 | 57.02 | |
| TCLNegative Sampling Strategy=historical2026.03 | 55.76 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 55.66 | |
| TCLNSS=ind2026.06 | 55.66 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 55.58 | |
| TGATNSS=ind2026.06 | 55.58 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 55.49 | |
| JODIENegative Sampling Strategy=historical2026.03 | 55.46 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 55.43 | |
| JODIENSS=ind2026.06 | 55.43 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 55.42 | |
| DyRepNSS=ind2026.06 | 55.42 | |
| TGATNegative Sampling Strategy=historical2026.03 | 55.28 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 55 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 54.97 | |
| CAWNNSS=ind2026.06 | 54.97 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 54.94 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 54.88 | |
| GraphMixerNSS=ind2026.06 | 54.88 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 53.9 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 53.88 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 53.2 | |
| DyGMambaNSS=ind2026.06 | 52.81 | |
| TGNNegative Sampling Strategy=historical2026.03 | 52.8 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 52.8 | |
| TGNNSS=ind2026.06 | 52.8 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 52.56 | |
| DyGFormerNSS=ind2026.06 | 52.56 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 50 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 50 |