Dynamic Link Prediction on Wikipedia Inductive Continuous-time (AUC-ROC)
99.09AUC-ROCCTDG-SSM
Evaluation Results
| Method | Links | |
|---|---|---|
| CTDG-SSMNegative Sampling Scheme=INS2026.06 | 99.09 | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | 99.06 | |
| DyGmambaNegative Sampling Scheme=RNS2026.06 | 98.77 | |
| DyGFormerNegative Sampling Scheme=RNS2026.06 | 98.58 | |
| CAWNNegative Sampling Scheme=RNS2026.06 | 98.27 | |
| TGNNegative Sampling Scheme=RNS2026.06 | 97.81 | |
| TCLNegative Sampling Scheme=RNS2026.06 | 97.48 | |
| GraphMixerNegative Sampling Scheme=RNS2026.06 | 96.61 | |
| TGATNegative Sampling Scheme=RNS2026.06 | 96.26 | |
| JODIENegative Sampling Scheme=RNS2026.06 | 94.91 | |
| CTANNegative Sampling Scheme=RNS2026.06 | 93.58 | |
| DyRepNegative Sampling Scheme=RNS2026.06 | 92.21 | |
| CTANNegative Sampling Scheme=INS2026.06 | 91.12 | |
| GraphMixerNegative Sampling Scheme=INS2026.06 | 82.76 | |
| TGATNegative Sampling Scheme=INS2026.06 | 78.4 | |
| TGNNegative Sampling Scheme=INS2026.06 | 75.86 | |
| TCLNegative Sampling Scheme=INS2026.06 | 71.45 | |
| DyGmambaNegative Sampling Scheme=INS2026.06 | 67.92 | |
| JODIENegative Sampling Scheme=INS2026.06 | 61.66 | |
| CAWNNegative Sampling Scheme=INS2026.06 | 59 | |
| DyGFormerNegative Sampling Scheme=INS2026.06 | 58.21 | |
| DyRepNegative Sampling Scheme=INS2026.06 | 56.34 |