Future edge prediction on SOCIAL EVO DyGLib (inductive)
94.36ROC-AUCDYGFORMER + FLASH
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DYGFORMER + FLASHBase Model=DyGFormer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 94.36 | — | |
| FREEDYG + FLASHBase Model=FreeDyG, Sampling Method=FLASH, Historical Neighbors=42025.04 | 94.36 | — | |
| FREEDYG + Trunc.Base Model=FreeDyG, Sampling Method=Trunc., Historical Neighbors=42025.04 | 94.12 | — | |
| GRAPHMIXER + FLASHBase Model=GraphMixer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 94 | — | |
| TGN + FLASHBase Model=TGN, Sampling Method=FLASH, Historical Neighbors=42025.04 | 93.49 | — | |
| FREEDYG + NLBBase Model=FreeDyG, Sampling Method=NLB, Historical Neighbors=42025.04 | 93.46 | — | |
| FREEDYG + TASERBase Model=FreeDyG, Sampling Method=TASER, Historical Neighbors=42025.04 | 93.25 | — | |
| DYGFORMER + Trunc.Base Model=DyGFormer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 93.24 | — | |
| DYGFORMER + Uni.Base Model=DyGFormer, Sampling Method=Uni., Historical Neighbors=42025.04 | 93.24 | — | |
| TGN + TASERBase Model=TGN, Sampling Method=TASER, Historical Neighbors=42025.04 | 93.16 | — | |
| DYGFORMER + TASERBase Model=DyGFormer, Sampling Method=TASER, Historical Neighbors=42025.04 | 92.87 | — | |
| DYGFORMER + NLBBase Model=DyGFormer, Sampling Method=NLB, Historical Neighbors=42025.04 | 92.39 | — | |
| TGAT + FLASHBase Model=TGAT, Sampling Method=FLASH, Historical Neighbors=42025.04 | 92.36 | — | |
| TGN + Trunc.Base Model=TGN, Sampling Method=Trunc., Historical Neighbors=42025.04 | 92.22 | — | |
| GRAPHMIXER + Trunc.Base Model=GraphMixer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 91.24 | — | |
| TGN + NLBBase Model=TGN, Sampling Method=NLB, Historical Neighbors=42025.04 | 91.1 | — | |
| TGAT + Trunc.Base Model=TGAT, Sampling Method=Trunc., Historical Neighbors=42025.04 | 89.55 | — | |
| GRAPHMIXER + TASERBase Model=GraphMixer, Sampling Method=TASER, Historical Neighbors=42025.04 | 89.17 | — | |
| GRAPHMIXER + NLBBase Model=GraphMixer, Sampling Method=NLB, Historical Neighbors=42025.04 | 89.15 | — | |
| TGAT + NLBBase Model=TGAT, Sampling Method=NLB, Historical Neighbors=42025.04 | 85.93 | — | |
| TGAT + TASERBase Model=TGAT, Sampling Method=TASER, Historical Neighbors=42025.04 | 73.23 | — | |
| FREEDYG + Uni.Base Model=FreeDyG, Sampling Method=Uni., Historical Neighbors=42025.04 | 69.12 | — | |
| TGN + Uni.Base Model=TGN, Sampling Method=Uni., Historical Neighbors=42025.04 | 66.49 | — | |
| TGAT + Uni.Base Model=TGAT, Sampling Method=Uni., Historical Neighbors=42025.04 | 55.4 | — | |
| GRAPHMIXER + Uni.Base Model=GraphMixer, Sampling Method=Uni., Historical Neighbors=42025.04 | 49.76 | — | |
| DyGFormer + FLASHBase Model=DyGFormer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 90.56 | |
| DyGFormer + NLBBase Model=DyGFormer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 82.68 | |
| DyGFormer + TASERBase Model=DyGFormer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 88.2 | |
| DyGFormer + TruncationBase Model=DyGFormer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 82.86 | |
| DyGFormer + UniformBase Model=DyGFormer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 82.8 | |
| FreeDyG + FLASHBase Model=FreeDyG, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 91.53 | |
| FreeDyG + NLBBase Model=FreeDyG, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 88.38 | |
| FreeDyG + TASERBase Model=FreeDyG, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 88.87 | |
| FreeDyG + TruncationBase Model=FreeDyG, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 89.06 | |
| FreeDyG + UniformBase Model=FreeDyG, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 86.92 | |
| GraphMixer + FLASHBase Model=GraphMixer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 90.74 | |
| GraphMixer + NLBBase Model=GraphMixer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 83.09 | |
| GraphMixer + TASERBase Model=GraphMixer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 85.1 | |
| GraphMixer + TruncationBase Model=GraphMixer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 84.83 | |
| GraphMixer + UniformBase Model=GraphMixer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 51.13 | |
| TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 90.23 | |
| TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 80.66 | |
| TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 67.22 | |
| TGAT + TruncationBase Model=TGAT, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 82.73 | |
| TGAT + UniformBase Model=TGAT, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 53.06 | |
| TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 92.06 | |
| TGN + NLBBase Model=TGN, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 86.51 | |
| TGN + TASERBase Model=TGN, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 90.31 | |
| TGN + TruncationBase Model=TGN, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 89.08 | |
| TGN + UniformBase Model=TGN, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | — | 57.15 |