Inductive Dynamic Link Prediction on Can. Parl. (Inductive)
99.92AUCDSRD
Evaluation results
| Method | Links | |
|---|---|---|
| DSRDNegative Sampling Strategy=random2026.05 | 99.92 | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 99.86 | |
| DSRDNegative Sampling Strategy=historical2026.05 | 99.83 | |
| TPNet+Negative Sampling Strategy=rnd2026.03 | 95.69 | |
| TPNet+Negative Sampling Strategy=ind2026.03 | 95.46 | |
| TPNet+Negative Sampling Strategy=hist2026.03 | 95.41 | |
| DyGMambaNSS=rnd2026.06 | 94.02 | |
| DyGMambaNSS=ind2026.06 | 92.37 | |
| CTDG-SSMNSS=rnd2026.06 | 89.78 | |
| CTDG-SSMNSS=ind2026.06 | 89.56 | |
| DyGFormer+Negative Sampling Strategy=rnd2026.03 | 89.51 | |
| DyGFormerNegative Sampling Strategy=rnd2026.03 | 89.33 | |
| DyGFormerNSS=rnd2026.06 | 89.33 | |
| DyGFormer+Negative Sampling Strategy=ind2026.03 | 89.12 | |
| DyGFormer+Negative Sampling Strategy=hist2026.03 | 88.91 | |
| DyGFormerNegative Sampling Strategy=hist2026.03 | 88.68 | |
| DyGFormerNegative Sampling Strategy=ind2026.03 | 88.51 | |
| DyGFormerNSS=ind2026.06 | 88.51 | |
| TPNetNegative Sampling Strategy=rnd2026.03 | 69.21 | |
| TPNetNegative Sampling Strategy=hist2026.03 | 69.11 | |
| TPNetNegative Sampling Strategy=ind2026.03 | 68.98 | |
| CAWNNegative Sampling Strategy=hist2026.03 | 60.11 | |
| CAWNNegative Sampling Strategy=ind2026.03 | 60.01 | |
| CAWNNSS=ind2026.06 | 60.01 | |
| CAWNNegative Sampling Strategy=rnd2026.03 | 58.83 | |
| CAWNNSS=rnd2026.06 | 58.83 | |
| GraphMixerNegative Sampling Strategy=rnd2026.03 | 58.32 | |
| GraphMixerNSS=rnd2026.06 | 58.32 | |
| TGATNSS=ind2026.06 | 58.15 | |
| TCLNegative Sampling Strategy=hist2026.03 | 57.3 | |
| TCLNegative Sampling Strategy=ind2026.03 | 56.88 | |
| TCLNSS=ind2026.06 | 56.88 | |
| GraphMixerNegative Sampling Strategy=hist2026.03 | 56.68 | |
| GraphMixerNegative Sampling Strategy=ind2026.03 | 56.63 | |
| GraphMixerNSS=ind2026.06 | 56.63 | |
| TGATNSS=rnd2026.06 | 56.51 | |
| TGNNegative Sampling Strategy=rnd2026.03 | 55.86 | |
| TGNNSS=rnd2026.06 | 55.86 | |
| TCLNegative Sampling Strategy=rnd2026.03 | 55.83 | |
| TCLNSS=rnd2026.06 | 55.83 | |
| TGNNegative Sampling Strategy=hist2026.03 | 55.64 | |
| TGNNegative Sampling Strategy=ind2026.03 | 55.43 | |
| TGNNSS=ind2026.06 | 55.43 | |
| DyRepNSS=rnd2026.06 | 55.27 | |
| JODIENSS=rnd2026.06 | 53.81 | |
| DyRepNSS=ind2026.06 | 52.35 | |
| JODIENSS=ind2026.06 | 51.61 |