Inductive Dynamic Link Prediction on UCI (Inductive)
95.83APTPNet+
Evaluation results
| Method | Links | |
|---|---|---|
| TPNet+Negative Sampling Strategy=rnd2026.03 | 95.83 | |
| TPNetNegative Sampling Strategy=rnd2026.03 | 95.74 | |
| DyGFormer+Negative Sampling Strategy=rnd2026.03 | 94.89 | |
| DyGmambaNSS=RNS2026.06 | 94.76 | |
| DyGFormerNegative Sampling Strategy=rnd2026.03 | 94.54 | |
| DyGFormerNSS=RNS2026.06 | 94.45 | |
| DSRDSampling Strategy=historical2026.05 | 94.04 | |
| DSRDSampling Strategy=inductive2026.05 | 93.97 | |
| CAWNNegative Sampling Strategy=rnd2026.03 | 92.73 | |
| CAWNNSS=RNS2026.06 | 92.61 | |
| DSRDSampling Strategy=random2026.05 | 92.59 | |
| GraphMixerNegative Sampling Strategy=rnd2026.03 | 91.19 | |
| GraphMixerNSS=RNS2026.06 | 91.17 | |
| CTDG-SSMNSS=INS2026.06 | 90.34 | |
| TCLNegative Sampling Strategy=rnd2026.03 | 89.57 | |
| CTDG-SSMNSS=RNS2026.06 | 89.12 | |
| TGNNegative Sampling Strategy=rnd2026.03 | 88.12 | |
| TGNNSS=RNS2026.06 | 87.81 | |
| TCLNSS=RNS2026.06 | 84.19 | |
| GraphMixerNegative Sampling Strategy=hist2026.03 | 81.66 | |
| GraphMixerNegative Sampling Strategy=ind2026.03 | 81.64 | |
| GraphMixerNSS=INS2026.06 | 81.4 | |
| TCLNegative Sampling Strategy=hist2026.03 | 80.25 | |
| JODIENSS=RNS2026.06 | 79.73 | |
| TPNet+Negative Sampling Strategy=hist2026.03 | 79.57 | |
| TPNet+Negative Sampling Strategy=ind2026.03 | 79.52 | |
| TGATNSS=RNS2026.06 | 79.1 | |
| TPNetNegative Sampling Strategy=ind2026.03 | 78.5 | |
| TPNetNegative Sampling Strategy=hist2026.03 | 78.48 | |
| TCLNegative Sampling Strategy=ind2026.03 | 76.01 | |
| TCLNSS=INS2026.06 | 74.39 | |
| DyGFormer+Negative Sampling Strategy=ind2026.03 | 72.28 | |
| DyGFormer+Negative Sampling Strategy=hist2026.03 | 72.23 | |
| DyGmambaNSS=INS2026.06 | 72.17 | |
| DyGFormerNegative Sampling Strategy=hist2026.03 | 72.13 | |
| DyGFormerNegative Sampling Strategy=ind2026.03 | 72.13 | |
| TGNNegative Sampling Strategy=hist2026.03 | 70.78 | |
| TGNNegative Sampling Strategy=ind2026.03 | 70.73 | |
| DyGFormerNSS=INS2026.06 | 70.25 | |
| TGNNSS=INS2026.06 | 69.94 | |
| TGATNSS=INS2026.06 | 69.77 | |
| CAWNNegative Sampling Strategy=hist2026.03 | 64.54 | |
| CAWNNegative Sampling Strategy=ind2026.03 | 64.54 | |
| JODIENSS=INS2026.06 | 63.57 | |
| CAWNNSS=INS2026.06 | 63.44 | |
| DyRepNSS=RNS2026.06 | 58.39 | |
| DyRepNSS=INS2026.06 | 52.63 | |
| CTANNSS=INS2026.06 | 52.31 | |
| CTANNSS=RNS2026.06 | 49.78 |