Dynamic Link Prediction on Can. Parl. Inductive
95.5APTPNet+
Evaluation results
| Method | Links | |
|---|---|---|
| TPNet+Negative Sampling Strategy=rnd2026.03 | 95.5 | |
| TPNet+Negative Sampling Strategy=ind2026.03 | 95.25 | |
| TPNet+Negative Sampling Strategy=hist2026.03 | 95.2 | |
| DyGMambaNSS=rnd2026.06 | 93.46 | |
| DyGMambaNSS=ind2026.06 | 92.68 | |
| CTDG-SSMNSS=rnd2026.06 | 88.65 | |
| CTDG-SSMNSS=ind2026.06 | 88.42 | |
| DyGFormer+Negative Sampling Strategy=rnd2026.03 | 87.89 | |
| DyGFormer+Negative Sampling Strategy=ind2026.03 | 87.78 | |
| DyGFormerNegative Sampling Strategy=random2023.03 | 87.74 | |
| DyGFormerNegative Sampling Strategy=rnd2026.03 | 87.74 | |
| DyGFormerNSS=rnd2026.06 | 87.74 | |
| DyGFormer+Negative Sampling Strategy=hist2026.03 | 87.54 | |
| DyGFormerNegative Sampling Strategy=historical2023.03 | 87.4 | |
| DyGFormerNegative Sampling Strategy=hist2026.03 | 87.4 | |
| DyGFormerNegative Sampling Strategy=inductive2023.03 | 87.22 | |
| DyGFormerNegative Sampling Strategy=ind2026.03 | 87.22 | |
| DyGFormerNSS=ind2026.06 | 87.22 | |
| GraphMixerNegative Sampling Strategy=rnd2026.03 | 77.04 | |
| GraphMixerNegative Sampling Strategy=hist2026.03 | 74.34 | |
| TGNNegative Sampling Strategy=rnd2026.03 | 70.88 | |
| CAWNNegative Sampling Strategy=rnd2026.03 | 69.82 | |
| GraphMixerNegative Sampling Strategy=ind2026.03 | 69.48 | |
| TPNetNegative Sampling Strategy=hist2026.03 | 68.97 | |
| TPNetNegative Sampling Strategy=ind2026.03 | 68.87 | |
| TCLNegative Sampling Strategy=rnd2026.03 | 68.67 | |
| TGNNegative Sampling Strategy=hist2026.03 | 68.42 | |
| TPNetNegative Sampling Strategy=rnd2026.03 | 68.09 | |
| CAWNNegative Sampling Strategy=ind2026.03 | 67.75 | |
| CAWNNegative Sampling Strategy=hist2026.03 | 66.53 | |
| TCLNegative Sampling Strategy=hist2026.03 | 65.93 | |
| TCLNegative Sampling Strategy=ind2026.03 | 65.85 | |
| TGNNegative Sampling Strategy=ind2026.03 | 65.34 | |
| CAWNNegative Sampling Strategy=historical2023.03 | 57.14 | |
| CAWNNegative Sampling Strategy=inductive2023.03 | 57.06 | |
| CAWNNSS=ind2026.06 | 57.06 | |
| TGATNegative Sampling Strategy=historical2023.03 | 56.72 | |
| TGATNegative Sampling Strategy=inductive2023.03 | 56.46 | |
| TGATNSS=ind2026.06 | 56.46 | |
| GraphMixerNegative Sampling Strategy=random2023.03 | 55.91 | |
| GraphMixerNSS=rnd2026.06 | 55.91 | |
| GraphMixerNegative Sampling Strategy=historical2023.03 | 55.84 | |
| CAWNNegative Sampling Strategy=random2023.03 | 55.8 | |
| CAWNNSS=rnd2026.06 | 55.8 | |
| GraphMixerNegative Sampling Strategy=inductive2023.03 | 55.76 | |
| GraphMixerNSS=ind2026.06 | 55.76 | |
| TCLNegative Sampling Strategy=historical2023.03 | 55.71 | |
| TCLNegative Sampling Strategy=inductive2023.03 | 55.46 | |
| TCLNSS=ind2026.06 | 55.46 | |
| TGATNegative Sampling Strategy=random2023.03 | 55.18 | |
| TGATNSS=rnd2026.06 | 55.18 | |
| TGNNegative Sampling Strategy=historical2023.03 | 54.42 | |
| TCLNegative Sampling Strategy=random2023.03 | 54.3 | |
| TCLNSS=rnd2026.06 | 54.3 | |
| TGNNegative Sampling Strategy=inductive2023.03 | 54.18 | |
| TGNNSS=ind2026.06 | 54.18 | |
| TGNNegative Sampling Strategy=random2023.03 | 54.1 | |
| TGNNSS=rnd2026.06 | 54.1 | |
| DyRepNegative Sampling Strategy=random2023.03 | 54.02 | |
| DyRepNSS=rnd2026.06 | 54.02 | |
| JODIENegative Sampling Strategy=random2023.03 | 53.92 | |
| JODIENSS=rnd2026.06 | 53.92 | |
| JODIENegative Sampling Strategy=historical2023.03 | 52.6 | |
| JODIENegative Sampling Strategy=inductive2023.03 | 52.58 | |
| JODIENSS=ind2026.06 | 52.58 | |
| DyRepNegative Sampling Strategy=historical2023.03 | 52.28 | |
| DyRepNegative Sampling Strategy=inductive2023.03 | 52.24 | |
| DyRepNSS=ind2026.06 | 52.24 |