Future Edge Prediction on WIKIPEDIA DyGLib (inductive)
98.59APFreeDyG + FLASH
Evaluation Results
| Method | Links | |
|---|---|---|
| FreeDyG + FLASHBase Model=FreeDyG, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 98.59 | |
| TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 98.08 | |
| FreeDyG + TruncationBase Model=FreeDyG, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 98.03 | |
| FreeDyG + UniformBase Model=FreeDyG, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 98.01 | |
| FreeDyG + NLBBase Model=FreeDyG, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.99 | |
| DyGFormer + FLASHBase Model=DyGFormer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.91 | |
| TGN + TruncationBase Model=TGN, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.84 | |
| TGN + UniformBase Model=TGN, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.82 | |
| FreeDyG + TASERBase Model=FreeDyG, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.67 | |
| TGN + NLBBase Model=TGN, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.61 | |
| TGN + TASERBase Model=TGN, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.39 | |
| GraphMixer + FLASHBase Model=GraphMixer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.06 | |
| DyGFormer + TruncationBase Model=DyGFormer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.02 | |
| DyGFormer + UniformBase Model=DyGFormer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.01 | |
| DyGFormer + NLBBase Model=DyGFormer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 96.86 | |
| GraphMixer + TruncationBase Model=GraphMixer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 95.8 | |
| DyGFormer + TASERBase Model=DyGFormer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 95.7 | |
| TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 94.7 | |
| GraphMixer + NLBBase Model=GraphMixer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 94.34 | |
| TGAT + TruncationBase Model=TGAT, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 94.26 | |
| GraphMixer + TASERBase Model=GraphMixer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 92.42 | |
| TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 91.46 | |
| GraphMixer + UniformBase Model=GraphMixer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 78.72 | |
| TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 67.62 | |
| TGAT + UniformBase Model=TGAT, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 62.77 |