Transductive Dynamic Link Prediction on Social Evo.
99.6AUC ROCDSRD
Evaluation results
| Method | Links | |
|---|---|---|
| DSRDNSS=rnd2026.05 | 99.6 | |
| DSRDNSS=hist2026.05 | 99.32 | |
| DSRDNSS=ind2026.05 | 99.31 | |
| CTDG-SSMSetup=Transductive, Negative Sampling Strategy=random2026.06 | 99.1 | |
| DyGFormerNSS=ind2026.05 | 97.47 | |
| DyGFormerNSS=hist2026.05 | 97.31 | |
| TPNetNSS=ind2026.05 | 97.19 | |
| PINTNSS=ind2026.05 | 97.04 | |
| TPNetNSS=hist2026.05 | 96.93 | |
| PINTNSS=hist2026.05 | 96.9 | |
| TPNetNSS=rnd2026.05 | 96.39 | |
| DyGmambaSetup=Transductive, Negative Sampling Strategy=random2026.06 | 96.38 | |
| DyGFormerSetup=Transductive, Negative Sampling Strategy=random2026.06 | 96.25 | |
| PINTNSS=rnd2026.05 | 96.09 | |
| DyGFormerNSS=rnd2026.05 | 96.01 | |
| FREEDYG + FLASHBase model=FREEDYG, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 95.96 | |
| FREEDYG + FLASHBase Model=FREEDYG, Sampling Strategy=FLASH2025.04 | 95.76 | |
| DYGFORMER + FLASHBase model=DYGFORMER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 95.68 | |
| GRAPHMIXER + FLASHBase model=GRAPHMIXER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 95.51 | |
| TGN + FLASHBase model=TGN, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 95.5 | |
| TCLSetup=Transductive, Negative Sampling Strategy=random2026.06 | 95.45 | |
| TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH2025.04 | 95.44 | |
| TGNSetup=Transductive, Negative Sampling Strategy=random2026.06 | 95.31 | |
| TCLNSS=hist2026.05 | 95.3 | |
| TCLNSS=ind2026.05 | 95.27 | |
| GraphMixerSetup=Transductive, Negative Sampling Strategy=random2026.06 | 95.21 | |
| FREEDYG + Trunc.Base model=FREEDYG, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 95.19 | |
| GRAPHMIXER + FLASHBase Model=GRAPHMIXER, Sampling Strategy=FLASH2025.04 | 95.08 | |
| TCLNSS=rnd2026.05 | 95.05 | |
| TGATSetup=Transductive, Negative Sampling Strategy=random2026.06 | 94.93 | |
| TGN + TASERBase model=TGN, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 94.9 | |
| GraphMixerNSS=rnd2026.05 | 94.89 | |
| FREEDYG + NLBBase model=FREEDYG, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 94.7 | |
| TGN + Trunc.Base model=TGN, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 94.66 | |
| DYGFORMER + FLASHBase Model=DYGFORMER, Sampling Strategy=FLASH2025.04 | 94.61 | |
| FREEDYG + TASERBase model=FREEDYG, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 94.52 | |
| DYGFORMER + Uni.Base model=DYGFORMER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 94.51 | |
| DYGFORMER + Trunc.Base model=DYGFORMER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 94.5 | |
| TGN + TASERBase Model=TGN, Sampling Strategy=TASER2025.04 | 94.38 | |
| DYGFORMER + TASERBase model=DYGFORMER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 94.27 | |
| TGATNSS=rnd2026.05 | 94.24 | |
| TGAT + FLASHBase model=TGAT, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 94.1 | |
| TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH2025.04 | 93.98 | |
| TGN + Trunc.Base Model=TGN, Sampling Strategy=Truncated2025.04 | 93.89 | |
| DYGFORMER + NLBBase model=DYGFORMER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 93.77 | |
| TGN + NLBBase model=TGN, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 93.73 | |
| GraphMixerNSS=hist2026.05 | 93.63 | |
| TGN + NLBBase Model=TGN, Sampling Strategy=NLB2025.04 | 93.48 | |
| GraphMixerNSS=ind2026.05 | 93.45 | |
| TGNNSS=rnd2026.05 | 92.99 | |
| FREEDYG + Trunc.Base Model=FREEDYG, Sampling Strategy=Truncated2025.04 | 92.71 | |
| FREEDYG + TASERBase Model=FREEDYG, Sampling Strategy=TASER2025.04 | 92.56 | |
| GRAPHMIXER + Trunc.Base model=GRAPHMIXER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 92.5 | |
| TGATNSS=hist2026.05 | 92.2 | |
| NATNSS=ind2026.05 | 92.15 | |
| JODIESetup=Transductive, Negative Sampling Strategy=random2026.06 | 92.13 | |
| TGATNSS=ind2026.05 | 92.01 | |
| FREEDYG + NLBBase Model=FREEDYG, Sampling Strategy=NLB2025.04 | 91.98 | |
| DyRepNSS=hist2026.05 | 91.83 | |
| DyRepNSS=ind2026.05 | 91.63 | |
| DYGFORMER + TASERBase Model=DYGFORMER, Sampling Strategy=TASER2025.04 | 91.57 | |
| GRAPHMIXER + TASERBase model=GRAPHMIXER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 91.49 | |
| NATNSS=hist2026.05 | 91.26 | |
| TGAT + Trunc.Base model=TGAT, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 91.12 | |
| GRAPHMIXER + NLBBase model=GRAPHMIXER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 90.96 | |
| JODIENSS=rnd2026.05 | 90.63 | |
| FREEDYG + Uni.Base Model=FREEDYG, Sampling Strategy=Uniform2025.04 | 90.54 | |
| DyRepSetup=Transductive, Negative Sampling Strategy=random2026.06 | 90.37 | |
| CAWNNSS=ind2026.05 | 89.99 | |
| GRAPHMIXER + TASERBase Model=GRAPHMIXER, Sampling Strategy=TASER2025.04 | 89.62 | |
| GRAPHMIXER + Trunc.Base Model=GRAPHMIXER, Sampling Strategy=Truncated2025.04 | 89.61 | |
| EdgeBankNSS=ind2026.05 | 89.22 | |
| NATNSS=rnd2026.05 | 89.04 | |
| DyRepNSS=rnd2026.05 | 88.8 | |
| TGAT + NLBBase model=TGAT, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 88.16 | |
| TGNNSS=hist2026.05 | 88.15 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Strategy=Truncated2025.04 | 88.13 | |
| JODIENSS=hist2026.05 | 88.12 | |
| JODIENSS=ind2026.05 | 88.1 | |
| GRAPHMIXER + NLBBase Model=GRAPHMIXER, Sampling Strategy=NLB2025.04 | 88.1 | |
| TGNNSS=ind2026.05 | 88.09 | |
| CAWNNSS=hist2026.05 | 88.03 | |
| EdgeBankNSS=hist2026.05 | 87.45 | |
| CAWNSetup=Transductive, Negative Sampling Strategy=random2026.06 | 87.34 | |
| CAWNNSS=rnd2026.05 | 87.08 | |
| DYGFORMER + Trunc.Base Model=DYGFORMER, Sampling Strategy=Truncated2025.04 | 87.04 | |
| DYGFORMER + Uni.Base Model=DYGFORMER, Sampling Strategy=Uniform2025.04 | 86.98 | |
| DYGFORMER + NLBBase Model=DYGFORMER, Sampling Strategy=NLB2025.04 | 86.67 | |
| TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB2025.04 | 85.83 | |
| EdgeBankNSS=rnd2026.05 | 83.21 | |
| TGN + Uni.Base model=TGN, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 77.91 | |
| TGAT + TASERBase model=TGAT, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 76.43 | |
| FREEDYG + Uni.Base model=FREEDYG, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 75.23 | |
| TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER2025.04 | 72.5 | |
| TGN + Uni.Base Model=TGN, Sampling Strategy=Uniform2025.04 | 71.63 | |
| GRAPHMIXER + Uni.Base model=GRAPHMIXER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 58.59 | |
| TGAT + Uni.Base model=TGAT, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 57.13 | |
| GRAPHMIXER + Uni.Base Model=GRAPHMIXER, Sampling Strategy=Uniform2025.04 | 56.94 | |
| TGAT + Uni.Base Model=TGAT, Sampling Strategy=Uniform2025.04 | 53.05 | |
| DyGFormerNegative Sampling Strategy=inductive2023.03 | 0.9751 |