Link Prediction on Reddit (transductive)
99.64APDiffDyG
Evaluation results
| Method | Links | |
|---|---|---|
| DiffDyGSetting=Transductive, Negative Sampling=Random, Neighbors=20 first-hop2026.05 | 99.64 | |
| DyG2Vecsplit_setting=Transductive, pre-training=false2022.10 | 99.6 | |
| TIDFormerSetting=Transductive, Negative Sampling=Random2026.05 | 99.38 | |
| FreeDyGVariant=Backbone2026.01 | 99.24 | |
| CoDCLBackbone=FreeDyG2026.01 | 99.23 | |
| RepeatMixerSetting=Transductive, Negative Sampling=Random2026.05 | 99.22 | |
| CNENSetting=Transductive, Negative Sampling=Random2026.05 | 99.22 | |
| CoDCLBackbone=DyGFormer2026.01 | 99.2 | |
| CorDGTVariant=Backbone2026.01 | 99.18 | |
| CAWN2026.01 | 99.11 | |
| DyGFormerVariant=Backbone2026.01 | 99.11 | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.05 | 99.11 | |
| DyG2Vec2022.10 | 99.1 | |
| NATsplit_setting=Transductive2022.10 | 99.1 | |
| TGN + FLASHBase TGNN Model=TGN, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 99.06 | |
| PINTsetting=transductive, relative positional features=true2022.09 | 99.03 | |
| CoDCLBackbone=CorDGT2026.01 | 98.82 | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.05 | 98.82 | |
| CaWsplit_setting=Transductive2022.10 | 98.8 | |
| FREEDYG + FLASHBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 98.72 | |
| TGN-Attsetting=transductive2022.09 | 98.7 | |
| TGN2026.01 | 98.63 | |
| TGNSetting=Transductive, Negative Sampling=Random2026.05 | 98.63 | |
| TGN + TASERBase TGNN Model=TGN, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 98.63 | |
| PINTsetting=transductive, relative positional features=false2022.09 | 98.62 | |
| TGN + Trunc.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 98.61 | |
| TGN + NLBBase TGNN Model=TGN, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 98.61 | |
| TGATsplit_setting=Transductive2022.10 | 98.6 | |
| TGN + Uni.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 98.59 | |
| TGATSetting=Transductive, Negative Sampling=Random2026.05 | 98.52 | |
| TGNsplit_setting=Transductive2022.10 | 98.5 | |
| CAWsetting=transductive2022.09 | 98.39 | |
| JODIE2026.01 | 98.31 | |
| DyRep2026.01 | 98.22 | |
| TGATsetting=transductive2022.09 | 98.12 | |
| DYGFORMER + FLASHBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 98.11 | |
| DyRepsplit_setting=Transductive2022.10 | 98.1 | |
| DyRepsetting=transductive2022.09 | 97.98 | |
| JODIEsplit_setting=Transductive2022.10 | 97.9 | |
| GraphSAGEsetting=transductive2022.09 | 97.65 | |
| FREEDYG + NLBBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 97.59 | |
| TCL2026.01 | 97.53 | |
| TCLSetting=Transductive, Negative Sampling=Random2026.05 | 97.53 | |
| FREEDYG + Trunc.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 97.53 | |
| GraphMixer2022.10 | 97.5 | |
| GraphMixer2026.01 | 97.37 | |
| GATsetting=transductive2022.09 | 97.33 | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.05 | 97.31 | |
| Jodiesetting=transductive2022.09 | 97.11 | |
| FREEDYG + TASERBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 97.11 | |
| GRAPHMIXER + FLASHBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 96.62 | |
| FREEDYG + Uni.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 95.98 | |
| TGAT + FLASHBase TGNN Model=TGAT, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 95.92 | |
| GRAPHMIXER + Trunc.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 95.17 | |
| GRAPHMIXER + NLBBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 95.17 | |
| DYGFORMER + Trunc.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 95.15 | |
| DYGFORMER + Uni.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 95.15 | |
| DYGFORMER + NLBBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 95.03 | |
| EdgeBankSetting=Transductive, Negative Sampling=Random2026.05 | 94.86 | |
| GRAPHMIXER + TASERBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 94.78 | |
| DYGFORMER + TASERBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 93.83 | |
| TGAT + Trunc.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 93.63 | |
| TGAT + NLBBase TGNN Model=TGAT, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 92.78 | |
| GRAPHMIXER + Uni.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 89.8 | |
| TGAT + TASERBase TGNN Model=TGAT, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 89.14 | |
| TGAT + Uni.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 87.94 |