Dynamic Link Prediction on Wikipedia Inductive
99.55APDSRD
Evaluation results
| Method | Links | |
|---|---|---|
| DSRDSampling Strategy=random2026.05 | 99.55 | |
| CTDG-SSMNSS=INS2026.06 | 99.23 | |
| CTDG-SSMNSS=ind2026.06 | 99.23 | |
| CTDG-SSMNSS=RNS2026.06 | 99.19 | |
| CTDG-SSMNSS=rnd2026.06 | 99.19 | |
| FreeDyGNSS=rnd2026.06 | 98.97 | |
| DyGmambaNSS=RNS2026.06 | 98.77 | |
| TPNetSampling Strategy=random2026.05 | 98.72 | |
| DyG-MambaNSS=rnd2026.06 | 98.65 | |
| DyGFormerNegative Sampling Strategy=random2023.03 | 98.59 | |
| DyGFormerNSS=RNS2026.06 | 98.58 | |
| CAWNNSS=RNS2026.06 | 98.27 | |
| CAWNNegative Sampling Strategy=random2023.03 | 98.24 | |
| DyGFormerSampling Strategy=random2026.05 | 97.89 | |
| TGNNegative Sampling Strategy=random2023.03 | 97.83 | |
| TGNNSS=RNS2026.06 | 97.81 | |
| PINTSampling Strategy=random2026.05 | 97.77 | |
| CAWNSampling Strategy=random2026.05 | 97.7 | |
| TCLNSS=RNS2026.06 | 97.48 | |
| GraphMixerNegative Sampling Strategy=random2023.03 | 96.65 | |
| GraphMixerNSS=RNS2026.06 | 96.61 | |
| TGATNSS=RNS2026.06 | 96.26 | |
| TGATNegative Sampling Strategy=random2023.03 | 96.22 | |
| TCLNegative Sampling Strategy=random2023.03 | 96.22 | |
| GraphMixerSampling Strategy=random2026.05 | 95.1 | |
| JODIENSS=RNS2026.06 | 94.91 | |
| JODIENegative Sampling Strategy=random2023.03 | 94.82 | |
| TGNSampling Strategy=random2026.05 | 93.9 | |
| CTANNSS=RNS2026.06 | 93.58 | |
| CTANNSS=INS2026.06 | 92.61 | |
| DyRepNegative Sampling Strategy=random2023.03 | 92.43 | |
| DyRepNSS=RNS2026.06 | 92.21 | |
| NATSampling Strategy=random2026.05 | 91.97 | |
| TCLSampling Strategy=random2026.05 | 91.16 | |
| TGATSampling Strategy=random2026.05 | 90.31 | |
| JODIESampling Strategy=random2026.05 | 89.46 | |
| DSRDSampling Strategy=inductive2026.05 | 87.77 | |
| DSRDSampling Strategy=historical2026.05 | 87.68 | |
| GraphMixerNegative Sampling Strategy=historical2023.03 | 87.6 | |
| GraphMixerNegative Sampling Strategy=inductive2023.03 | 87.6 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 87.6 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 87.6 | |
| GraphMixerEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 87.6 | |
| FreeDyGEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 87.54 | |
| FreeDyGNSS=ind2026.06 | 87.54 | |
| GraphMixerNSS=INS2026.06 | 87.47 | |
| DyRepSampling Strategy=random2026.05 | 87.45 | |
| GraphMixerSampling Strategy=historical2026.05 | 86.89 | |
| GraphMixerSampling Strategy=inductive2026.05 | 86.89 | |
| TCLSampling Strategy=historical2026.05 | 85 | |
| TCLSampling Strategy=inductive2026.05 | 84.99 | |
| TIDFormerEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 84.99 | |
| TGATNSS=INS2026.06 | 84.19 | |
| TGATNegative Sampling Strategy=historical2023.03 | 84.17 | |
| TGATNegative Sampling Strategy=inductive2023.03 | 84.17 | |
| TGATNegative Sampling Strategy=historical2026.03 | 84.17 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 84.17 | |
| TGATSampling Strategy=historical2026.05 | 84.17 | |
| TGATEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 84.17 | |
| TGATSampling Strategy=inductive2026.05 | 84.15 | |
| RepeatMixerEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 84.1 | |
| TGNSampling Strategy=inductive2026.05 | 82.51 | |
| TGNSampling Strategy=historical2026.05 | 82.5 | |
| TCLNegative Sampling Strategy=historical2023.03 | 82.2 | |
| TCLNegative Sampling Strategy=inductive2023.03 | 82.2 | |
| TCLNegative Sampling Strategy=historical2026.03 | 82.2 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 82.2 | |
| TGNNSS=INS2026.06 | 81.96 | |
| TGNNegative Sampling Strategy=inductive2023.03 | 81.77 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 81.77 | |
| TGNEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 81.77 | |
| TGNNegative Sampling Strategy=historical2023.03 | 81.76 | |
| TGNNegative Sampling Strategy=historical2026.03 | 81.76 | |
| PINTSampling Strategy=inductive2026.05 | 80.02 | |
| PINTSampling Strategy=historical2026.05 | 80.01 | |
| DyG-MambaNSS=ind2026.06 | 79.44 | |
| TPNetSampling Strategy=historical2026.05 | 74.03 | |
| TPNetSampling Strategy=inductive2026.05 | 74.02 | |
| TCLNSS=INS2026.06 | 71.46 | |
| DyGFormerNegative Sampling Strategy=historical2023.03 | 71.42 | |
| DyGFormerNegative Sampling Strategy=inductive2023.03 | 71.42 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 71.42 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 71.42 | |
| DyGFormerEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 71.42 | |
| TPNetEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 71.29 | |
| DyGmambaNSS=INS2026.06 | 71.14 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 70.08 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 70.07 | |
| JODIENegative Sampling Strategy=inductive2023.03 | 68.7 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 68.7 | |
| JODIEEvaluation Setting=inductive, Negative Sampling Strategy=inductive2025.05 | 68.7 | |
| JODIENegative Sampling Strategy=historical2023.03 | 68.69 | |
| JODIENegative Sampling Strategy=historical2026.03 | 68.69 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 68.57 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 68.57 | |
| JODIENSS=INS2026.06 | 68.22 | |
| JODIESampling Strategy=historical2026.05 | 67.52 | |
| JODIESampling Strategy=inductive2026.05 | 67.51 | |
| CAWNNegative Sampling Strategy=historical2023.03 | 67.27 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 67.27 |