Future Link Prediction on SocialEvolution (inductive)
98APDyG2Vec
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DyG2Vecsplit_setting=Inductive, pre-training=false2022.10 | 98 | — | |
| TSNNNegative sampling=random2026.06 | 97.23 | 97.5 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 96.91 | — | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 96.82 | — | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 96.82 | — | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 96.69 | — | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 95.86 | — | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 95.85 | — | |
| NATsplit_setting=Inductive2022.10 | 95.2 | — | |
| CaWsplit_setting=Inductive2022.10 | 95 | — | |
| FREEDYGSampling Strategy=FLASH, Historical Neighbors=22025.04 | 94.44 | — | |
| TGNSampling Strategy=FLASH, Historical Neighbors=22025.04 | 94.3 | — | |
| TCLNegative Sampling Strategy=historical2026.03 | 94.1 | — | |
| TCLNegative Sampling Strategy=inductive2026.03 | 94.1 | — | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 94.01 | — | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 94.01 | — | |
| TGATNegative Sampling Strategy=historical2026.03 | 93.97 | — | |
| TGATNegative Sampling Strategy=inductive2026.03 | 93.97 | — | |
| GRAPHMIXERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 93.62 | — | |
| TPNetNegative sampling=random2026.06 | 93.24 | 95.47 | |
| DyGFormerNegative sampling=random2026.06 | 93.14 | 95.29 | |
| DYGFORMERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 93.13 | — | |
| TGNSampling Strategy=TASER, Historical Neighbors=22025.04 | 92.52 | — | |
| TGATSampling Strategy=FLASH, Historical Neighbors=22025.04 | 92.43 | — | |
| PINTNegative sampling=random2026.06 | 92.4 | 94.78 | |
| JODIENegative sampling=random2026.06 | 91.96 | 93.7 | |
| GraphMixerNegative sampling=random2026.06 | 91.86 | 94.09 | |
| TGNSampling Strategy=Trunc., Historical Neighbors=22025.04 | 91.74 | — | |
| FREEDYG + Trunc.Backbone=FREEDYG, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 91.72 | — | |
| TCLNegative sampling=random2026.06 | 91.55 | 93.71 | |
| TGATNegative sampling=random2026.06 | 91.41 | 93.41 | |
| DYGFORMER + FLASHBackbone=DYGFORMER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 91.4 | — | |
| TGN + FLASHBackbone=TGN, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 91.29 | — | |
| FREEDYG + NLBBackbone=FREEDYG, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 91.19 | — | |
| FREEDYGSampling Strategy=Trunc., Historical Neighbors=22025.04 | 91.18 | — | |
| GRAPHMIXER + FLASHBackbone=GRAPHMIXER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 91.06 | — | |
| TGN + TASERBackbone=TGN, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 91.05 | — | |
| DYGFORMER + Trunc.Backbone=DYGFORMER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 91.05 | — | |
| DYGFORMER + Uni.Backbone=DYGFORMER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 91.03 | — | |
| DYGFORMER + TASERBackbone=DYGFORMER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 90.96 | — | |
| FREEDYG + TASERBackbone=FREEDYG, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 90.95 | — | |
| TGNNegative sampling=random2026.06 | 90.77 | 93.43 | |
| FREEDYG + FLASHBackbone=FREEDYG, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 90.77 | — | |
| FREEDYGSampling Strategy=TASER, Historical Neighbors=22025.04 | 90.71 | — | |
| TGNNegative Sampling Strategy=historical2026.03 | 90.66 | — | |
| TGNNegative Sampling Strategy=inductive2026.03 | 90.65 | — | |
| DYGFORMER + NLBBackbone=DYGFORMER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 90.41 | — | |
| DyRepsplit_setting=Inductive2022.10 | 90.4 | — | |
| TGNsplit_setting=Inductive2022.10 | 90.4 | — | |
| FREEDYGSampling Strategy=NLB, Historical Neighbors=22025.04 | 90.19 | — | |
| TGAT + FLASHBackbone=TGAT, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 90.13 | — | |
| DyRepNegative sampling=random2026.06 | 90.04 | 91.18 | |
| TGN + Trunc.Backbone=TGN, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 89.55 | — | |
| TGNSampling Strategy=NLB, Historical Neighbors=22025.04 | 89.18 | — | |
| TGN + NLBBackbone=TGN, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 88.8 | — | |
| DyRepNegative Sampling Strategy=historical2026.03 | 88.72 | — | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 88.72 | — | |
| GRAPHMIXER + Trunc.Backbone=GRAPHMIXER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 88.7 | — | |
| JODIENegative Sampling Strategy=historical2026.03 | 88.51 | — | |
| JODIENegative Sampling Strategy=inductive2026.03 | 88.51 | — | |
| DYGFORMERSampling Strategy=TASER, Historical Neighbors=22025.04 | 88.2 | — | |
| FREEDYGSampling Strategy=Uni., Historical Neighbors=22025.04 | 88.2 | — | |
| GRAPHMIXERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 87.76 | — | |
| NATNegative sampling=random2026.06 | 87.44 | 88.15 | |
| TGAT + Trunc.Backbone=TGAT, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 87.35 | — | |
| GRAPHMIXERSampling Strategy=TASER, Historical Neighbors=22025.04 | 87.19 | — | |
| GRAPHMIXER + TASERBackbone=GRAPHMIXER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 87.07 | — | |
| GRAPHMIXER + NLBBackbone=GRAPHMIXER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 86.6 | — | |
| TGATSampling Strategy=Trunc., Historical Neighbors=22025.04 | 86.09 | — | |
| GRAPHMIXERSampling Strategy=NLB, Historical Neighbors=22025.04 | 85.77 | — | |
| DYGFORMERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 84.22 | — | |
| DYGFORMERSampling Strategy=Uni., Historical Neighbors=22025.04 | 84.16 | — | |
| DYGFORMERSampling Strategy=NLB, Historical Neighbors=22025.04 | 83.84 | — | |
| TGAT + NLBBackbone=TGAT, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 83.68 | — | |
| TGATSampling Strategy=NLB, Historical Neighbors=22025.04 | 83.41 | — | |
| CAWNNegative sampling=random2026.06 | 79.94 | 84.73 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 79.83 | — | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 79.83 | — | |
| JODIEsplit_setting=Inductive2022.10 | 79.1 | — | |
| TGAT + TASERBackbone=TGAT, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 71.83 | — | |
| FREEDYG + Uni.Backbone=FREEDYG, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 69.87 | — | |
| TGATSampling Strategy=TASER, Historical Neighbors=22025.04 | 69.01 | — | |
| TGATsplit_setting=Inductive2022.10 | 63.2 | — | |
| TGN + Uni.Backbone=TGN, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 62.27 | — | |
| TGNSampling Strategy=Uni., Historical Neighbors=22025.04 | 60.1 | — | |
| TGAT + Uni.Backbone=TGAT, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 54.8 | — | |
| TGATSampling Strategy=Uni., Historical Neighbors=22025.04 | 52.27 | — | |
| GRAPHMIXER + Uni.Backbone=GRAPHMIXER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 50.65 | — | |
| GRAPHMIXERSampling Strategy=Uni., Historical Neighbors=22025.04 | 50.14 | — |