Transductive Future Edge Prediction on MOOC
92.75ROC-AUCTGN + FLASH
Evaluation Results
| Method | Links | |
|---|---|---|
| TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH2025.04 | 92.75 | |
| TGN + NLBBase model=TGN, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 92.45 | |
| TGN + TASERBase Model=TGN, Sampling Strategy=TASER2025.04 | 92.38 | |
| TGN + FLASHBase model=TGN, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 92.26 | |
| TGN + TASERBase model=TGN, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 92.16 | |
| TGN + Trunc.Base Model=TGN, Sampling Strategy=Truncated2025.04 | 91.92 | |
| TGN + Trunc.Base model=TGN, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 91.77 | |
| TGN + NLBBase Model=TGN, Sampling Strategy=NLB2025.04 | 91.71 | |
| TGN + Uni.Base model=TGN, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 86.95 | |
| FREEDYG + Trunc.Base model=FREEDYG, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 86.65 | |
| TGN + Uni.Base Model=TGN, Sampling Strategy=Uniform2025.04 | 86.32 | |
| FREEDYG + FLASHBase model=FREEDYG, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 86.31 | |
| DYGFORMER + FLASHBase model=DYGFORMER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 85.68 | |
| FREEDYG + FLASHBase Model=FREEDYG, Sampling Strategy=FLASH2025.04 | 85.47 | |
| DYGFORMER + Trunc.Base model=DYGFORMER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 84.96 | |
| FREEDYG + Trunc.Base Model=FREEDYG, Sampling Strategy=Truncated2025.04 | 84.94 | |
| DYGFORMER + Uni.Base model=DYGFORMER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 84.91 | |
| DYGFORMER + TASERBase model=DYGFORMER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 84.19 | |
| FREEDYG + NLBBase Model=FREEDYG, Sampling Strategy=NLB2025.04 | 83.22 | |
| FREEDYG + TASERBase model=FREEDYG, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 83.08 | |
| DYGFORMER + FLASHBase Model=DYGFORMER, Sampling Strategy=FLASH2025.04 | 82.85 | |
| DYGFORMER + NLBBase model=DYGFORMER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 82.81 | |
| GRAPHMIXER + FLASHBase model=GRAPHMIXER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 82.67 | |
| GRAPHMIXER + Trunc.Base model=GRAPHMIXER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 82.61 | |
| DYGFORMER + Uni.Base Model=DYGFORMER, Sampling Strategy=Uniform2025.04 | 82.24 | |
| DYGFORMER + Trunc.Base Model=DYGFORMER, Sampling Strategy=Truncated2025.04 | 82.23 | |
| GRAPHMIXER + FLASHBase Model=GRAPHMIXER, Sampling Strategy=FLASH2025.04 | 81.95 | |
| GRAPHMIXER + Trunc.Base Model=GRAPHMIXER, Sampling Strategy=Truncated2025.04 | 81.92 | |
| TGAT + FLASHBase model=TGAT, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 81.52 | |
| GRAPHMIXER + TASERBase model=GRAPHMIXER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 81.44 | |
| DYGFORMER + TASERBase Model=DYGFORMER, Sampling Strategy=TASER2025.04 | 81.35 | |
| TGAT + Trunc.Base model=TGAT, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 81.28 | |
| TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH2025.04 | 81.02 | |
| GRAPHMIXER + NLBBase model=GRAPHMIXER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 80.98 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Strategy=Truncated2025.04 | 80.6 | |
| DYGFORMER + NLBBase Model=DYGFORMER, Sampling Strategy=NLB2025.04 | 80.52 | |
| GRAPHMIXER + TASERBase Model=GRAPHMIXER, Sampling Strategy=TASER2025.04 | 80.24 | |
| GRAPHMIXER + NLBBase Model=GRAPHMIXER, Sampling Strategy=NLB2025.04 | 79.89 | |
| TGAT + NLBBase model=TGAT, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 78.84 | |
| TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB2025.04 | 78.37 | |
| FREEDYG + TASERBase Model=FREEDYG, Sampling Strategy=TASER2025.04 | 77.2 | |
| FREEDYG + Uni.Base model=FREEDYG, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 73.95 | |
| GRAPHMIXER + Uni.Base model=GRAPHMIXER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 71.54 | |
| TGAT + TASERBase model=TGAT, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 70.83 | |
| FREEDYG + Uni.Base Model=FREEDYG, Sampling Strategy=Uniform2025.04 | 70.3 | |
| TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER2025.04 | 68.92 | |
| GRAPHMIXER + Uni.Base Model=GRAPHMIXER, Sampling Strategy=Uniform2025.04 | 68.54 | |
| TGAT + Uni.Base model=TGAT, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 64.55 | |
| TGAT + Uni.Base Model=TGAT, Sampling Strategy=Uniform2025.04 | 63.23 |