Future Edge Prediction on REDDIT DyGLib (inductive)
98.5APFREEDYG + FLASH
Evaluation results
| Method | Links | |
|---|---|---|
| FREEDYG + FLASHBackbone=FREEDYG, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 98.5 | |
| TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 98.24 | |
| FreeDyG + FLASHBase Model=FreeDyG, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 98.21 | |
| DYGFORMER + FLASHBackbone=DYGFORMER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 98.18 | |
| TGN + FLASHBackbone=TGN, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 98.12 | |
| TGNSampling Strategy=FLASH, Historical Neighbors=22025.04 | 98.07 | |
| FREEDYGSampling Strategy=FLASH, Historical Neighbors=22025.04 | 97.84 | |
| FREEDYG + NLBBackbone=FREEDYG, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 97.63 | |
| FREEDYG + Trunc.Backbone=FREEDYG, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 97.48 | |
| TGN + NLBBackbone=TGN, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 97.4 | |
| DyGFormer + FLASHBase Model=DyGFormer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.36 | |
| TGN + TASERBackbone=TGN, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 97.36 | |
| TGN + TASERBase Model=TGN, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.33 | |
| FREEDYG + TASERBackbone=FREEDYG, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 97.32 | |
| TGN + TruncationBase Model=TGN, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.28 | |
| TGN + Trunc.Backbone=TGN, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 97.26 | |
| TGNSampling Strategy=TASER, Historical Neighbors=22025.04 | 97.26 | |
| TGN + NLBBase Model=TGN, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.23 | |
| TGN + Uni.Backbone=TGN, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 97.2 | |
| TGNSampling Strategy=Trunc., Historical Neighbors=22025.04 | 97.17 | |
| TGNSampling Strategy=NLB, Historical Neighbors=22025.04 | 97.15 | |
| TGN + UniformBase Model=TGN, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 97.13 | |
| TGNSampling Strategy=Uni., Historical Neighbors=22025.04 | 97.03 | |
| DYGFORMERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 96.68 | |
| DYGFORMER + NLBBackbone=DYGFORMER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 96.57 | |
| DYGFORMER + Trunc.Backbone=DYGFORMER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 96.53 | |
| DYGFORMER + Uni.Backbone=DYGFORMER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 96.52 | |
| FreeDyG + TruncationBase Model=FreeDyG, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 96.34 | |
| FreeDyG + NLBBase Model=FreeDyG, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 96.34 | |
| FREEDYG + Uni.Backbone=FREEDYG, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 96.29 | |
| DYGFORMER + TASERBackbone=DYGFORMER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 95.74 | |
| FreeDyG + TASERBase Model=FreeDyG, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 95.63 | |
| GRAPHMIXER + FLASHBackbone=GRAPHMIXER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 95.62 | |
| FREEDYGSampling Strategy=NLB, Historical Neighbors=22025.04 | 95.59 | |
| FREEDYGSampling Strategy=Trunc., Historical Neighbors=22025.04 | 95.31 | |
| FREEDYGSampling Strategy=TASER, Historical Neighbors=22025.04 | 94.78 | |
| GraphMixer + FLASHBase Model=GraphMixer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 94.77 | |
| TGAT + FLASHBackbone=TGAT, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 94.76 | |
| GRAPHMIXERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 94.36 | |
| TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 94.24 | |
| GRAPHMIXER + NLBBackbone=GRAPHMIXER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 93.96 | |
| FreeDyG + UniformBase Model=FreeDyG, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 93.86 | |
| GRAPHMIXER + Trunc.Backbone=GRAPHMIXER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 93.74 | |
| TGATSampling Strategy=FLASH, Historical Neighbors=22025.04 | 93.43 | |
| DyGFormer + TruncationBase Model=DyGFormer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 93.4 | |
| DyGFormer + UniformBase Model=DyGFormer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 93.4 | |
| DyGFormer + NLBBase Model=DyGFormer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 93.27 | |
| GRAPHMIXER + TASERBackbone=GRAPHMIXER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 93.14 | |
| TGAT + Trunc.Backbone=TGAT, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 92.45 | |
| FREEDYGSampling Strategy=Uni., Historical Neighbors=22025.04 | 92.45 | |
| GraphMixer + TruncationBase Model=GraphMixer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 92.21 | |
| GraphMixer + NLBBase Model=GraphMixer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 92.21 | |
| TGAT + NLBBackbone=TGAT, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 91.73 | |
| GRAPHMIXERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 91.69 | |
| GRAPHMIXERSampling Strategy=NLB, Historical Neighbors=22025.04 | 91.64 | |
| DYGFORMERSampling Strategy=Uni., Historical Neighbors=22025.04 | 91.61 | |
| DYGFORMERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 91.56 | |
| DYGFORMERSampling Strategy=NLB, Historical Neighbors=22025.04 | 91.35 | |
| GraphMixer + TASERBase Model=GraphMixer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 91.25 | |
| DyGFormer + TASERBase Model=DyGFormer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 91.05 | |
| TGAT + TruncationBase Model=TGAT, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 90.82 | |
| GRAPHMIXERSampling Strategy=TASER, Historical Neighbors=22025.04 | 90.75 | |
| TGATSampling Strategy=Trunc., Historical Neighbors=22025.04 | 89.98 | |
| TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 89.7 | |
| TGAT + TASERBackbone=TGAT, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 89.1 | |
| GRAPHMIXER + Uni.Backbone=GRAPHMIXER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 88.91 | |
| TGATSampling Strategy=NLB, Historical Neighbors=22025.04 | 88.87 | |
| DYGFORMERSampling Strategy=TASER, Historical Neighbors=22025.04 | 88.77 | |
| TGAT + Uni.Backbone=TGAT, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 87.93 | |
| TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 84.51 | |
| GraphMixer + UniformBase Model=GraphMixer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 84.29 | |
| GRAPHMIXERSampling Strategy=Uni., Historical Neighbors=22025.04 | 83.91 | |
| TGATSampling Strategy=TASER, Historical Neighbors=22025.04 | 83.7 | |
| TGAT + UniformBase Model=TGAT, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 82.85 | |
| TGATSampling Strategy=Uni., Historical Neighbors=22025.04 | 82.34 |