Dynamic Link Prediction on Enron (inductive)
94.59AUC-ROCCTDG-SSM
Evaluation Results
| Method | Links | |
|---|---|---|
| CTDG-SSMNegative Sampling Scheme=INS2026.06 | 94.59 | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | 93.66 | |
| CTDG-SSMSetup=Inductive, Negative Sampling Strategy=random2026.06 | 93.66 | |
| PRISMEvaluation Setting=inductive2026.05 | 93.17 | |
| DyGFormerEvaluation Setting=inductive2026.05 | 93.16 | |
| CAWNEvaluation Setting=inductive2026.05 | 90.91 | |
| DyGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 90.69 | |
| TGFormerNegative Sampling Strategy (NSS)=Random2026.05 | 89.92 | |
| DyGmambaNegative Sampling Scheme=RNS2026.06 | 89.67 | |
| DyGmambaSetup=Inductive, Negative Sampling Strategy=random2026.06 | 89.67 | |
| DyGFormerNegative Sampling Scheme=RNS2026.06 | 89.62 | |
| DyGFormerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 89.62 | |
| FreeDyGNegative Sampling Strategy (NSS)=Random2026.05 | 89.51 | |
| MoMentEvaluation Setting=inductive2026.05 | 88.52 | |
| JODIEEvaluation Setting=inductive2026.05 | 87.32 | |
| CAWNNegative Sampling Strategy (NSS)=Random2026.05 | 87.02 | |
| TGATEvaluation Setting=inductive2026.05 | 86.5 | |
| CAWNNegative Sampling Scheme=RNS2026.06 | 86.3 | |
| CAWNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 86.3 | |
| TCLEvaluation Setting=inductive2026.05 | 85.12 | |
| GraphMixerEvaluation Setting=inductive2026.05 | 83.47 | |
| TCLNegative Sampling Scheme=RNS2026.06 | 82.61 | |
| TCLSetup=Inductive, Negative Sampling Strategy=random2026.06 | 82.61 | |
| JODIENegative Sampling Strategy (NSS)=Random2026.05 | 81.96 | |
| DyRepEvaluation Setting=inductive2026.05 | 79.01 | |
| JODIENegative Sampling Scheme=RNS2026.06 | 78.97 | |
| JODIESetup=Inductive, Negative Sampling Strategy=random2026.06 | 78.97 | |
| TGNNegative Sampling Strategy (NSS)=Random2026.05 | 78.83 | |
| TGNNegative Sampling Scheme=RNS2026.06 | 78.76 | |
| TGNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 78.76 | |
| GraphMixerNegative Sampling Strategy (NSS)=Random2026.05 | 76.51 | |
| DyRepNegative Sampling Strategy (NSS)=Random2026.05 | 76.34 | |
| GraphMixerNegative Sampling Scheme=RNS2026.06 | 75.55 | |
| GraphMixerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 75.55 | |
| CTANNegative Sampling Scheme=RNS2026.06 | 74.61 | |
| CTANSetup=Inductive, Negative Sampling Strategy=random2026.06 | 74.61 | |
| DyRepNegative Sampling Scheme=RNS2026.06 | 73.97 | |
| DyRepSetup=Inductive, Negative Sampling Strategy=random2026.06 | 73.97 | |
| TGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 72.79 | |
| TCLNegative Sampling Strategy (NSS)=Random2026.05 | 72.33 | |
| FreeDyGNegative Sampling Strategy (NSS)=Historical2026.05 | 70.09 | |
| DyGmambaNegative Sampling Scheme=INS2026.06 | 68.98 | |
| TGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 68.79 | |
| FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.05 | 68.79 | |
| CTANNegative Sampling Scheme=INS2026.06 | 68.7 | |
| GraphMixerNegative Sampling Strategy (NSS)=Historical2026.05 | 68.2 | |
| GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.05 | 68.19 | |
| TCLNegative Sampling Scheme=INS2026.06 | 67.56 | |
| GraphMixerNegative Sampling Scheme=INS2026.06 | 67.39 | |
| TGATNegative Sampling Scheme=RNS2026.06 | 66.67 | |
| TGATSetup=Inductive, Negative Sampling Strategy=random2026.06 | 66.67 | |
| DyGFormerNegative Sampling Scheme=INS2026.06 | 66.07 | |
| JODIENegative Sampling Scheme=INS2026.06 | 65.95 | |
| DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.05 | 65.79 | |
| DyGFormerNegative Sampling Strategy (NSS)=Historical2026.05 | 65.78 | |
| JODIENegative Sampling Strategy (NSS)=Historical2026.05 | 65.32 | |
| JODIENegative Sampling Strategy (NSS)=Inductive2026.05 | 65.32 | |
| TGATNegative Sampling Strategy (NSS)=Random2026.05 | 64.63 | |
| TGNNegative Sampling Scheme=INS2026.06 | 64.21 | |
| TCLNegative Sampling Strategy (NSS)=Historical2026.05 | 64.06 | |
| TCLNegative Sampling Strategy (NSS)=Inductive2026.05 | 64.05 | |
| TGNNegative Sampling Strategy (NSS)=Historical2026.05 | 62.68 | |
| TGNNegative Sampling Strategy (NSS)=Inductive2026.05 | 62.68 | |
| CAWNNegative Sampling Strategy (NSS)=Inductive2026.05 | 62.27 | |
| CAWNNegative Sampling Strategy (NSS)=Historical2026.05 | 62.25 | |
| DyRepNegative Sampling Scheme=INS2026.06 | 62.2 | |
| CAWNNegative Sampling Scheme=INS2026.06 | 62.07 | |
| DyRepNegative Sampling Strategy (NSS)=Historical2026.05 | 61.5 | |
| DyRepNegative Sampling Strategy (NSS)=Inductive2026.05 | 61.5 | |
| TGATNegative Sampling Strategy (NSS)=Historical2026.05 | 57.84 | |
| TGATNegative Sampling Strategy (NSS)=Inductive2026.05 | 57.83 | |
| TGATNegative Sampling Scheme=INS2026.06 | 56.52 |