Dynamic Link Prediction on Enron (transductive)
0.9813AUC-ROCPRISM
Evaluation Results
| Method | Links | |
|---|---|---|
| PRISMEvaluation Setting=transductive2026.05 | 0.9813 | |
| DyGFormerEvaluation Setting=transductive2026.05 | 0.9779 | |
| CAWNEvaluation Setting=transductive2026.05 | 0.974 | |
| JODIEEvaluation Setting=transductive2026.05 | 0.9731 | |
| TGFormerNegative Sampling Strategy=Random2026.05 | 0.9713 | |
| MoMentEvaluation Setting=transductive2026.05 | 0.9696 | |
| TGATEvaluation Setting=transductive2026.05 | 0.9681 | |
| TCLEvaluation Setting=transductive2026.05 | 0.9618 | |
| CTDG-SSMNegative Sampling Scheme=HNS2026.06 | 0.9586 | |
| CTDG-SSMNegative Sampling Scheme=INS2026.06 | 0.958 | |
| GraphMixerEvaluation Setting=transductive2026.05 | 0.9567 | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | 0.9498 | |
| CTDG-SSMSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9498 | |
| DyGmambaNegative Sampling Scheme=RNS2026.06 | 0.9334 | |
| DyGmambaSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9334 | |
| DyGFormerNegative Sampling Scheme=RNS2026.06 | 0.932 | |
| DyGFormerSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.932 | |
| DyRepEvaluation Setting=transductive2026.05 | 0.9274 | |
| CAWNNegative Sampling Scheme=RNS2026.06 | 0.9034 | |
| CAWNSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9034 | |
| TGNNegative Sampling Scheme=RNS2026.06 | 0.8872 | |
| TGNSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.8872 | |
| JODIENegative Sampling Scheme=RNS2026.06 | 0.8777 | |
| JODIESetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.8777 | |
| CTANNegative Sampling Scheme=RNS2026.06 | 0.8709 | |
| CTANSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.8709 | |
| GraphMixerNegative Sampling Scheme=RNS2026.06 | 0.8416 | |
| GraphMixerSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.8416 | |
| TCLNegative Sampling Scheme=RNS2026.06 | 0.8333 | |
| TCLSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.8333 | |
| DyRepNegative Sampling Scheme=RNS2026.06 | 0.8309 | |
| DyRepSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.8309 | |
| CTANNegative Sampling Scheme=HNS2026.06 | 0.8195 | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | 0.8119 | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | 0.8059 | |
| DyGmambaNegative Sampling Scheme=HNS2026.06 | 0.7773 | |
| DyGFormerNegative Sampling Scheme=HNS2026.06 | 0.7735 | |
| TGNNegative Sampling Scheme=HNS2026.06 | 0.7675 | |
| DyRepNegative Sampling Scheme=HNS2026.06 | 0.7636 | |
| DyGmambaNegative Sampling Scheme=INS2026.06 | 0.7547 | |
| CTANNegative Sampling Scheme=INS2026.06 | 0.754 | |
| CAWNNegative Sampling Scheme=INS2026.06 | 0.7529 | |
| JODIENegative Sampling Scheme=HNS2026.06 | 0.7521 | |
| GraphMixerNegative Sampling Scheme=HNS2026.06 | 0.7482 | |
| DyGFormerNegative Sampling Scheme=INS2026.06 | 0.7467 | |
| TGNNegative Sampling Scheme=INS2026.06 | 0.7322 | |
| TCLNegative Sampling Scheme=HNS2026.06 | 0.7172 | |
| JODIENegative Sampling Scheme=INS2026.06 | 0.7075 | |
| GraphMixerNegative Sampling Scheme=INS2026.06 | 0.7072 | |
| TCLNegative Sampling Scheme=INS2026.06 | 0.6974 | |
| TGATNegative Sampling Scheme=RNS2026.06 | 0.6857 | |
| TGATSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.6857 | |
| DyRepNegative Sampling Scheme=INS2026.06 | 0.6737 | |
| CAWNNegative Sampling Scheme=HNS2026.06 | 0.6562 | |
| TGATNegative Sampling Scheme=HNS2026.06 | 0.6236 | |
| TGATNegative Sampling Scheme=INS2026.06 | 0.5978 |