Dynamic Link Prediction on UCI Continuous-time (Inductive)
94.76AUC-ROCDyGmamba
Evaluation Results
| Method | Links | |
|---|---|---|
| DyGmambaNegative Sampling Scheme=RNS2026.06 | 94.76 | |
| DyGFormerNegative Sampling Scheme=RNS2026.06 | 94.45 | |
| CAWNNegative Sampling Scheme=RNS2026.06 | 92.61 | |
| GraphMixerNegative Sampling Scheme=RNS2026.06 | 91.17 | |
| CTDG-SSMNegative Sampling Scheme=INS2026.06 | 87.86 | |
| TGNNegative Sampling Scheme=RNS2026.06 | 87.81 | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | 87.43 | |
| TCLNegative Sampling Scheme=RNS2026.06 | 84.19 | |
| JODIENegative Sampling Scheme=RNS2026.06 | 79.73 | |
| TGATNegative Sampling Scheme=RNS2026.06 | 79.1 | |
| GraphMixerNegative Sampling Scheme=INS2026.06 | 75.72 | |
| DyGmambaNegative Sampling Scheme=INS2026.06 | 66.95 | |
| TCLNegative Sampling Scheme=INS2026.06 | 65.87 | |
| DyGFormerNegative Sampling Scheme=INS2026.06 | 64.37 | |
| TGNNegative Sampling Scheme=INS2026.06 | 62.07 | |
| TGATNegative Sampling Scheme=INS2026.06 | 61.27 | |
| JODIENegative Sampling Scheme=INS2026.06 | 60.66 | |
| DyRepNegative Sampling Scheme=RNS2026.06 | 58.39 | |
| CAWNNegative Sampling Scheme=INS2026.06 | 55.6 | |
| CTANNegative Sampling Scheme=INS2026.06 | 51.68 | |
| DyRepNegative Sampling Scheme=INS2026.06 | 51.5 | |
| CTANNegative Sampling Scheme=RNS2026.06 | 49.78 |