Transductive Dynamic Link Prediction on Enron
94.16AUCTPNet+
Evaluation results
| Method | Links | |
|---|---|---|
| TPNet+Sampling Strategy=rnd2026.03 | 94.16 | |
| TPNetNSS=rnd2026.05 | 94.02 | |
| TPNetSampling Strategy=rnd2026.03 | 93.98 | |
| DyGFormer+Sampling Strategy=rnd2026.03 | 93.45 | |
| DyGFormerSampling Strategy=rnd2026.03 | 93.33 | |
| DSRDNSS=rnd2026.05 | 93 | |
| PINTNSS=rnd2026.05 | 92.75 | |
| FREEDYG + FLASHBase model=FREEDYG, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 92.5 | |
| FREEDYG + FLASHBase Model=FREEDYG, Sampling Strategy=FLASH2025.04 | 91.96 | |
| NATNSS=rnd2026.05 | 91.93 | |
| FREEDYG + NLBBase model=FREEDYG, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 91.43 | |
| TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH2025.04 | 91.15 | |
| FREEDYG + TASERBase model=FREEDYG, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 90.66 | |
| FREEDYG + Trunc.Base model=FREEDYG, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 90.58 | |
| CAWNSampling Strategy=rnd2026.03 | 90.45 | |
| TGN + FLASHBase model=TGN, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 90.26 | |
| FREEDYG + NLBBase Model=FREEDYG, Sampling Strategy=NLB2025.04 | 90.02 | |
| FREEDYG + Uni.Base Model=FREEDYG, Sampling Strategy=Uniform2025.04 | 89.46 | |
| FREEDYG + Trunc.Base Model=FREEDYG, Sampling Strategy=Truncated2025.04 | 89.33 | |
| TGN + NLBBase model=TGN, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 89.15 | |
| CAWNNSS=rnd2026.05 | 89.09 | |
| TGN + Trunc.Base model=TGN, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 88.93 | |
| DYGFORMER + FLASHBase model=DYGFORMER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 88.87 | |
| TGN + NLBBase Model=TGN, Sampling Strategy=NLB2025.04 | 88.72 | |
| TGN + Uni.Base model=TGN, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 88.4 | |
| TGN + TASERBase model=TGN, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 88.38 | |
| TGNSampling Strategy=rnd2026.03 | 88.32 | |
| EdgeBankNSS=rnd2026.05 | 88.04 | |
| FREEDYG + TASERBase Model=FREEDYG, Sampling Strategy=TASER2025.04 | 87.95 | |
| TGN + Trunc.Base Model=TGN, Sampling Strategy=Truncated2025.04 | 87.78 | |
| DYGFORMER + FLASHBase Model=DYGFORMER, Sampling Strategy=FLASH2025.04 | 87.69 | |
| TGN + Uni.Base Model=TGN, Sampling Strategy=Uniform2025.04 | 87.51 | |
| DSRDNSS=ind2026.05 | 86.99 | |
| JODIENSS=rnd2026.05 | 86.15 | |
| GRAPHMIXER + FLASHBase Model=GRAPHMIXER, Sampling Strategy=FLASH2025.04 | 86.07 | |
| DSRDNSS=hist2026.05 | 85.9 | |
| DyGFormerNSS=rnd2026.05 | 85.69 | |
| GRAPHMIXER + FLASHBase model=GRAPHMIXER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 85.5 | |
| DYGFORMER + NLBBase model=DYGFORMER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 84.49 | |
| GraphMixerSampling Strategy=rnd2026.03 | 84.38 | |
| GRAPHMIXER + NLBBase model=GRAPHMIXER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 84.34 | |
| GraphMixerNSS=rnd2026.05 | 84.28 | |
| GRAPHMIXER + Trunc.Base model=GRAPHMIXER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 83.9 | |
| GRAPHMIXER + NLBBase Model=GRAPHMIXER, Sampling Strategy=NLB2025.04 | 83.6 | |
| TGNNSS=rnd2026.05 | 83.56 | |
| GRAPHMIXER + Trunc.Base Model=GRAPHMIXER, Sampling Strategy=Truncated2025.04 | 83.55 | |
| TPNetNSS=hist2026.05 | 83.27 | |
| PINTNSS=hist2026.05 | 82.97 | |
| GRAPHMIXER + TASERBase model=GRAPHMIXER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 82.79 | |
| DYGFORMER + Uni.Base model=DYGFORMER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 82.6 | |
| DYGFORMER + Trunc.Base model=DYGFORMER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 82.46 | |
| DYGFORMER + TASERBase model=DYGFORMER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 82.35 | |
| TPNet+Sampling Strategy=hist2026.03 | 82.14 | |
| EdgeBankNSS=hist2026.05 | 81.39 | |
| GRAPHMIXER + TASERBase Model=GRAPHMIXER, Sampling Strategy=TASER2025.04 | 81.33 | |
| TPNetSampling Strategy=hist2026.03 | 81.16 | |
| TPNetNSS=ind2026.05 | 80.77 | |
| PINTNSS=ind2026.05 | 79.89 | |
| DYGFORMER + Uni.Base Model=DYGFORMER, Sampling Strategy=Uniform2025.04 | 79.02 | |
| TGN + TASERBase Model=TGN, Sampling Strategy=TASER2025.04 | 78.99 | |
| JODIENSS=hist2026.05 | 78.93 | |
| DYGFORMER + TASERBase Model=DYGFORMER, Sampling Strategy=TASER2025.04 | 78.49 | |
| DYGFORMER + Trunc.Base Model=DYGFORMER, Sampling Strategy=Truncated2025.04 | 78.41 | |
| DYGFORMER + NLBBase Model=DYGFORMER, Sampling Strategy=NLB2025.04 | 78.3 | |
| DyGFormer+Sampling Strategy=hist2026.03 | 77.76 | |
| DyRepNSS=rnd2026.05 | 77.48 | |
| TGNSampling Strategy=hist2026.03 | 77.09 | |
| NATNSS=hist2026.05 | 77.06 | |
| GraphMixerNSS=hist2026.05 | 76.97 | |
| EdgeBankNSS=ind2026.05 | 76.59 | |
| DyGFormerSampling Strategy=hist2026.03 | 76.55 | |
| TPNet+Sampling Strategy=ind2026.03 | 76.4 | |
| CAWNNSS=ind2026.05 | 76.31 | |
| TGNNSS=hist2026.05 | 75.92 | |
| TCLSampling Strategy=rnd2026.03 | 75.74 | |
| TPNetSampling Strategy=ind2026.03 | 75.44 | |
| GraphMixerSampling Strategy=hist2026.03 | 75.27 | |
| CAWNSampling Strategy=ind2026.03 | 75.17 | |
| DyGFormer+Sampling Strategy=ind2026.03 | 75.08 | |
| NATNSS=ind2026.05 | 74.88 | |
| JODIENSS=ind2026.05 | 74.39 | |
| TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH2025.04 | 74.15 | |
| DyGFormerSampling Strategy=ind2026.03 | 74.07 | |
| DyGFormerNSS=ind2026.05 | 73.49 | |
| GraphMixerNSS=ind2026.05 | 73.42 | |
| TGNNSS=ind2026.05 | 73.36 | |
| TGAT + FLASHBase model=TGAT, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 73.3 | |
| DyGFormerNSS=hist2026.05 | 73.25 | |
| GraphMixerSampling Strategy=ind2026.03 | 71.53 | |
| DyRepNSS=hist2026.05 | 71.45 | |
| TGNSampling Strategy=ind2026.03 | 71.34 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Strategy=Truncated2025.04 | 68.05 | |
| TCLSampling Strategy=hist2026.03 | 67.95 | |
| TCLSampling Strategy=ind2026.03 | 67.64 | |
| TGAT + Trunc.Base model=TGAT, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 67.21 | |
| CAWNNSS=hist2026.05 | 67.12 | |
| DyRepNSS=ind2026.05 | 67 | |
| TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB2025.04 | 66.92 | |
| TGAT + NLBBase model=TGAT, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 66.86 | |
| TCLNSS=rnd2026.05 | 66.8 |