Link Prediction on LastFM (inductive)
98.7APDyG2Vec
Evaluation results
| Method | Links | |
|---|---|---|
| DyG2Vecsplit_setting=Inductive, pre-training=false2022.10 | 98.7 | |
| TGFormerNegative Sampling Strategy=Random2026.05 | 97.97 | |
| CoDCLBackbone Architecture=DyGFormer, Evaluation Protocol=CoDCL2026.01 | 94.33 | |
| DyGFormerBackbone Architecture=DyGFormer, Evaluation Protocol=Backbone2026.01 | 94.23 | |
| CoDCLBackbone Architecture=CorDGT, Evaluation Protocol=CoDCL2026.01 | 93.91 | |
| CoDCLBackbone Architecture=FreeDyG, Evaluation Protocol=CoDCL2026.01 | 93.82 | |
| DyGFormerSampling Strategy=random negative sampling2024.11 | 93.11 | |
| CorDGTBackbone Architecture=CorDGT, Evaluation Protocol=Backbone2026.01 | 93.03 | |
| FreeDyGBackbone Architecture=FreeDyG, Evaluation Protocol=Backbone2026.01 | 93.01 | |
| PINTsetting=inductive, relative positional features=true2022.09 | 91.76 | |
| FREEDYG + FLASHBackbone=FREEDYG, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 91.03 | |
| TGNSampling Strategy=FLASH, Historical Neighbors=22025.04 | 90.81 | |
| GRAPHMIXER + FLASHBackbone=GRAPHMIXER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 89.76 | |
| DYGFORMER + FLASHBackbone=DYGFORMER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 89.66 | |
| CAWNEvaluation Protocol=Baseline2026.01 | 89.42 | |
| FREEDYGSampling Strategy=FLASH, Historical Neighbors=22025.04 | 89.02 | |
| CaWsplit_setting=Inductive2022.10 | 89 | |
| TGN + FLASHBackbone=TGN, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 88.87 | |
| PINTsetting=inductive, relative positional features=false2022.09 | 88.44 | |
| NATsplit_setting=Inductive2022.10 | 87.8 | |
| CAWNSampling Strategy=random negative sampling2024.11 | 87.55 | |
| FREEDYG + TASERBackbone=FREEDYG, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 87.55 | |
| FREEDYG + Trunc.Backbone=FREEDYG, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 87.38 | |
| FREEDYG + NLBBackbone=FREEDYG, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 87.38 | |
| TGNSampling Strategy=Trunc., Historical Neighbors=22025.04 | 86.93 | |
| DyRepsplit_setting=Inductive2022.10 | 86.9 | |
| JODIEsplit_setting=Inductive2022.10 | 86.5 | |
| DYGFORMERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 85.94 | |
| CAWsetting=inductive2022.09 | 85.67 | |
| TGNSampling Strategy=NLB, Historical Neighbors=22025.04 | 85.53 | |
| TGN-Attsetting=inductive2022.09 | 84.66 | |
| TGN + Trunc.Backbone=TGN, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 84.4 | |
| GRAPHMIXERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 84.3 | |
| DYGFORMER + Uni.Backbone=DYGFORMER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 83.55 | |
| DYGFORMER + Trunc.Backbone=DYGFORMER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 83.5 | |
| GRNSampling Strategy=random negative sampling2024.11 | 83.44 | |
| DYGFORMER + NLBBackbone=DYGFORMER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 83.4 | |
| DyRepEvaluation Protocol=Baseline2026.01 | 83.02 | |
| DYGFORMER + TASERBackbone=DYGFORMER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 82.8 | |
| TGNSampling Strategy=TASER, Historical Neighbors=22025.04 | 82.71 | |
| JODIESampling Strategy=random negative sampling2024.11 | 82.65 | |
| FREEDYGSampling Strategy=Trunc., Historical Neighbors=22025.04 | 82.38 | |
| DyRepSampling Strategy=random negative sampling2024.11 | 82.36 | |
| FREEDYGSampling Strategy=NLB, Historical Neighbors=22025.04 | 82.3 | |
| GraphMixerEvaluation Protocol=Baseline2026.01 | 82.11 | |
| DyRepsetting=inductive2022.09 | 82.03 | |
| TGN + NLBBackbone=TGN, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 81.9 | |
| FREEDYGSampling Strategy=TASER, Historical Neighbors=22025.04 | 81.69 | |
| GraphMixerSampling Strategy=random negative sampling2024.11 | 81.63 | |
| JODIEEvaluation Protocol=Baseline2026.01 | 81.61 | |
| JODIENegative Sampling Strategy=Random2026.05 | 81.61 | |
| TGNEvaluation Protocol=Baseline2026.01 | 81.45 | |
| GRAPHMIXER + TASERBackbone=GRAPHMIXER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 81.45 | |
| GRAPHMIXER + NLBBackbone=GRAPHMIXER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 81.22 | |
| GRAPHMIXER + Trunc.Backbone=GRAPHMIXER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 81.15 | |
| Jodiesetting=inductive2022.09 | 80.32 | |
| TGN + TASERBackbone=TGN, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 80.14 | |
| TGNsplit_setting=Inductive2022.10 | 78.9 | |
| FREEDYG + Uni.Backbone=FREEDYG, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 78.17 | |
| TGN + Uni.Backbone=TGN, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 78.01 | |
| GRAPHMIXERSampling Strategy=TASER, Historical Neighbors=22025.04 | 77.88 | |
| GRAPHMIXERSampling Strategy=NLB, Historical Neighbors=22025.04 | 77.87 | |
| GRAPHMIXERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 77.43 | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | 76.81 | |
| TGNSampling Strategy=Uni., Historical Neighbors=22025.04 | 76.33 | |
| DYGFORMERSampling Strategy=Uni., Historical Neighbors=22025.04 | 76.06 | |
| DYGFORMERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 75.9 | |
| DYGFORMERSampling Strategy=NLB, Historical Neighbors=22025.04 | 75.82 | |
| TGATSampling Strategy=random negative sampling2024.11 | 75.17 | |
| GRAPHMIXER + Uni.Backbone=GRAPHMIXER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 74.7 | |
| TGATSampling Strategy=FLASH, Historical Neighbors=22025.04 | 74.55 | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | 74.21 | |
| TCLEvaluation Protocol=Baseline2026.01 | 73.53 | |
| TGAT + FLASHBackbone=TGAT, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 72.72 | |
| FREEDYGSampling Strategy=Uni., Historical Neighbors=22025.04 | 72.53 | |
| DYGFORMERSampling Strategy=TASER, Historical Neighbors=22025.04 | 72.35 | |
| TGAT + Trunc.Backbone=TGAT, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 72.33 | |
| TCLSampling Strategy=random negative sampling2024.11 | 71.85 | |
| GRAPHMIXERSampling Strategy=Uni., Historical Neighbors=22025.04 | 70.83 | |
| TGATSampling Strategy=NLB, Historical Neighbors=22025.04 | 70.44 | |
| TGAT + NLBBackbone=TGAT, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 70.4 | |
| JODIENegative Sampling Strategy=Historical2026.05 | 70.39 | |
| JODIENegative Sampling Strategy=Inductive2026.05 | 70.39 | |
| TGATSampling Strategy=Trunc., Historical Neighbors=22025.04 | 68.96 | |
| TGNSampling Strategy=random negative sampling2024.11 | 65.89 | |
| TGATsplit_setting=Inductive2022.10 | 64.4 | |
| TGATsetting=inductive2022.09 | 56.76 | |
| TGAT + TASERBackbone=TGAT, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 55.95 | |
| TGATSampling Strategy=TASER, Historical Neighbors=22025.04 | 52.95 | |
| TGAT + Uni.Backbone=TGAT, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 50.8 | |
| TGATSampling Strategy=Uni., Historical Neighbors=22025.04 | 50.11 |