Future Link Prediction on MOOC (inductive)
93.8APDyG2Vec
Evaluation results
| Method | Links | |
|---|---|---|
| DyG2Vecsplit_setting=Inductive, pre-training=false2022.10 | 93.8 | |
| CaWsplit_setting=Inductive2022.10 | 93.3 | |
| TGNSampling Strategy=FLASH, Historical Neighbors=22025.04 | 92 | |
| TGNSampling Strategy=TASER, Historical Neighbors=22025.04 | 91.69 | |
| TGNSampling Strategy=Trunc., Historical Neighbors=22025.04 | 91.65 | |
| TGNSampling Strategy=NLB, Historical Neighbors=22025.04 | 91.15 | |
| TGN + NLBBackbone=TGN, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 89.9 | |
| TGN + TASERBackbone=TGN, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 89.9 | |
| TGN + FLASHBackbone=TGN, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 89.9 | |
| TGN + Trunc.Backbone=TGN, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 89.52 | |
| TGNEvaluation Protocol=Baseline2026.01 | 89.04 | |
| CoDCLBackbone Architecture=FreeDyG, Evaluation Protocol=CoDCL2026.01 | 88.36 | |
| FreeDyGBackbone Architecture=FreeDyG, Evaluation Protocol=Backbone2026.01 | 88.05 | |
| CoDCLBackbone Architecture=DyGFormer, Evaluation Protocol=CoDCL2026.01 | 87.29 | |
| DyGFormerBackbone Architecture=DyGFormer, Evaluation Protocol=Backbone2026.01 | 86.96 | |
| FREEDYG + Trunc.Backbone=FREEDYG, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 85.73 | |
| TGNsplit_setting=Inductive2022.10 | 85.5 | |
| TGNSampling Strategy=Uni., Historical Neighbors=22025.04 | 85.48 | |
| FREEDYG + FLASHBackbone=FREEDYG, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 85.06 | |
| DYGFORMER + FLASHBackbone=DYGFORMER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 84.67 | |
| CoDCLBackbone Architecture=CorDGT, Evaluation Protocol=CoDCL2026.01 | 84.49 | |
| DYGFORMER + Trunc.Backbone=DYGFORMER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 84.21 | |
| DYGFORMER + Uni.Backbone=DYGFORMER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 84.21 | |
| FREEDYGSampling Strategy=FLASH, Historical Neighbors=22025.04 | 84.02 | |
| FREEDYGSampling Strategy=Trunc., Historical Neighbors=22025.04 | 83.92 | |
| CorDGTBackbone Architecture=CorDGT, Evaluation Protocol=Backbone2026.01 | 83.74 | |
| DYGFORMER + TASERBackbone=DYGFORMER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 83.28 | |
| NATsplit_setting=Inductive2022.10 | 83.2 | |
| DYGFORMER + NLBBackbone=DYGFORMER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 82.11 | |
| FREEDYGSampling Strategy=NLB, Historical Neighbors=22025.04 | 81.66 | |
| FREEDYG + TASERBackbone=FREEDYG, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 81.55 | |
| CAWNEvaluation Protocol=Baseline2026.01 | 81.42 | |
| GraphMixerEvaluation Protocol=Baseline2026.01 | 81.41 | |
| TGN + Uni.Backbone=TGN, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 81.13 | |
| DYGFORMERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 81.11 | |
| DyRepEvaluation Protocol=Baseline2026.01 | 81.07 | |
| DYGFORMERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 80.89 | |
| DYGFORMERSampling Strategy=Uni., Historical Neighbors=22025.04 | 80.89 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 80.82 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 80.82 | |
| GRAPHMIXERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 80.61 | |
| TCLEvaluation Protocol=Baseline2026.01 | 80.6 | |
| GRAPHMIXERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 80.57 | |
| TGATsplit_setting=Inductive2022.10 | 80.5 | |
| GRAPHMIXER + FLASHBackbone=GRAPHMIXER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 80.2 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 79.99 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 79.97 | |
| DYGFORMERSampling Strategy=TASER, Historical Neighbors=22025.04 | 79.93 | |
| GRAPHMIXER + Trunc.Backbone=GRAPHMIXER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 79.91 | |
| JODIEEvaluation Protocol=Baseline2026.01 | 79.63 | |
| TGATSampling Strategy=FLASH, Historical Neighbors=22025.04 | 79.53 | |
| TGAT + FLASHBackbone=TGAT, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 78.98 | |
| TGATSampling Strategy=Trunc., Historical Neighbors=22025.04 | 78.98 | |
| TGAT + Trunc.Backbone=TGAT, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 78.81 | |
| DYGFORMERSampling Strategy=NLB, Historical Neighbors=22025.04 | 78.8 | |
| GRAPHMIXER + TASERBackbone=GRAPHMIXER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 78.48 | |
| GRAPHMIXERSampling Strategy=TASER, Historical Neighbors=22025.04 | 78.15 | |
| GRAPHMIXERSampling Strategy=NLB, Historical Neighbors=22025.04 | 78.14 | |
| GRAPHMIXER + NLBBackbone=GRAPHMIXER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 77.81 | |
| TGNNegative Sampling Strategy=historical2026.03 | 77.07 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 77.07 | |
| TGATNegative Sampling Strategy=historical2026.03 | 76.73 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 76.72 | |
| TGATSampling Strategy=NLB, Historical Neighbors=22025.04 | 76.28 | |
| TGAT + NLBBackbone=TGAT, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 75.86 | |
| FREEDYGSampling Strategy=TASER, Historical Neighbors=22025.04 | 74.92 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 74.69 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 74.68 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 74.28 | |
| TCLNegative Sampling Strategy=historical2026.03 | 74.27 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 74 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 73.99 | |
| FREEDYG + Uni.Backbone=FREEDYG, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 72.31 | |
| DyRepsplit_setting=Inductive2022.10 | 72.3 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 71.31 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 71.29 | |
| JODIEsplit_setting=Inductive2022.10 | 70.7 | |
| FREEDYGSampling Strategy=Uni., Historical Neighbors=22025.04 | 70.53 | |
| GRAPHMIXER + Uni.Backbone=GRAPHMIXER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 68.88 | |
| GRAPHMIXERSampling Strategy=Uni., Historical Neighbors=22025.04 | 68.72 | |
| TGAT + TASERBackbone=TGAT, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 65.59 | |
| TGATSampling Strategy=TASER, Historical Neighbors=22025.04 | 65.19 | |
| JODIENegative Sampling Strategy=historical2026.03 | 63.22 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 63.22 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 62.93 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 62.92 | |
| TGATSampling Strategy=Uni., Historical Neighbors=22025.04 | 60.6 | |
| TGAT + Uni.Backbone=TGAT, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 59.78 |