Transductive Future Edge Prediction on UCI
95.36ROC-AUCFREEDYG + FLASH
Evaluation results
| Method | Links | |
|---|---|---|
| FREEDYG + FLASHBase model=FREEDYG, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 95.36 | |
| FREEDYG + NLBBase model=FREEDYG, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 95.1 | |
| TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH2025.04 | 94.51 | |
| FREEDYG + FLASHBase Model=FREEDYG, Sampling Strategy=FLASH2025.04 | 94.32 | |
| FREEDYG + Trunc.Base model=FREEDYG, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 94.3 | |
| TGN + FLASHBase model=TGN, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 93.91 | |
| FREEDYG + Uni.Base Model=FREEDYG, Sampling Strategy=Uniform2025.04 | 93.51 | |
| FREEDYG + NLBBase Model=FREEDYG, Sampling Strategy=NLB2025.04 | 93.44 | |
| FREEDYG + Trunc.Base Model=FREEDYG, Sampling Strategy=Truncated2025.04 | 93.22 | |
| TGN + Uni.Base Model=TGN, Sampling Strategy=Uniform2025.04 | 92.98 | |
| FREEDYG + TASERBase model=FREEDYG, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 92.87 | |
| TGN + Trunc.Base model=TGN, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 92.86 | |
| TGN + Trunc.Base Model=TGN, Sampling Strategy=Truncated2025.04 | 92.75 | |
| TGN + NLBBase Model=TGN, Sampling Strategy=NLB2025.04 | 92.75 | |
| DYGFORMER + FLASHBase model=DYGFORMER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 92.48 | |
| TGN + TASERBase model=TGN, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 92.46 | |
| TGN + NLBBase model=TGN, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 92.45 | |
| DYGFORMER + Trunc.Base model=DYGFORMER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 91.11 | |
| GRAPHMIXER + FLASHBase Model=GRAPHMIXER, Sampling Strategy=FLASH2025.04 | 91.07 | |
| GRAPHMIXER + Trunc.Base Model=GRAPHMIXER, Sampling Strategy=Truncated2025.04 | 91.01 | |
| FREEDYG + TASERBase Model=FREEDYG, Sampling Strategy=TASER2025.04 | 90.78 | |
| GRAPHMIXER + Trunc.Base model=GRAPHMIXER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 90.66 | |
| DYGFORMER + Uni.Base model=DYGFORMER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 90.56 | |
| GRAPHMIXER + FLASHBase model=GRAPHMIXER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 90.45 | |
| DYGFORMER + TASERBase model=DYGFORMER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 90.34 | |
| GRAPHMIXER + NLBBase Model=GRAPHMIXER, Sampling Strategy=NLB2025.04 | 90.23 | |
| TGN + Uni.Base model=TGN, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 90 | |
| DYGFORMER + NLBBase model=DYGFORMER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 89.97 | |
| TGN + TASERBase Model=TGN, Sampling Strategy=TASER2025.04 | 89.91 | |
| DYGFORMER + FLASHBase Model=DYGFORMER, Sampling Strategy=FLASH2025.04 | 89.68 | |
| GRAPHMIXER + NLBBase model=GRAPHMIXER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 89.29 | |
| GRAPHMIXER + TASERBase model=GRAPHMIXER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 88.29 | |
| DYGFORMER + TASERBase Model=DYGFORMER, Sampling Strategy=TASER2025.04 | 86.02 | |
| GRAPHMIXER + TASERBase Model=GRAPHMIXER, Sampling Strategy=TASER2025.04 | 85.59 | |
| FREEDYG + Uni.Base model=FREEDYG, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 85.27 | |
| DYGFORMER + Uni.Base Model=DYGFORMER, Sampling Strategy=Uniform2025.04 | 85.08 | |
| DYGFORMER + Trunc.Base Model=DYGFORMER, Sampling Strategy=Truncated2025.04 | 84.94 | |
| DYGFORMER + NLBBase Model=DYGFORMER, Sampling Strategy=NLB2025.04 | 84.38 | |
| TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH2025.04 | 83.79 | |
| TGAT + FLASHBase model=TGAT, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 77.04 | |
| TGAT + NLBBase model=TGAT, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 76.23 | |
| TGAT + Trunc.Base model=TGAT, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 75.99 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Strategy=Truncated2025.04 | 75.53 | |
| TGAT + TASERBase model=TGAT, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 75.13 | |
| TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB2025.04 | 75.02 | |
| TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER2025.04 | 73.5 | |
| GRAPHMIXER + Uni.Base model=GRAPHMIXER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 72.13 | |
| GRAPHMIXER + Uni.Base Model=GRAPHMIXER, Sampling Strategy=Uniform2025.04 | 68.96 | |
| TGAT + Uni.Base model=TGAT, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 68.53 | |
| TGAT + Uni.Base Model=TGAT, Sampling Strategy=Uniform2025.04 | 62.69 |