Link Prediction on LastFM (transductive)
97.9APDyG2Vec
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DyG2Vec2022.10 | 97.9 | — | |
| DyG2Vecsplit_setting=Transductive, pre-training=false2022.10 | 96 | — | |
| CoDCLBackbone=DyGFormer2026.01 | 93.15 | — | |
| CoDCLBackbone=CorDGT2026.01 | 92.78 | — | |
| CorDGTVariant=Backbone2026.01 | 92.23 | — | |
| DyGFormerVariant=Backbone2026.01 | 92.07 | — | |
| CoDCLBackbone=FreeDyG2026.01 | 90.85 | — | |
| FreeDyGVariant=Backbone2026.01 | 90.74 | — | |
| TGN + FLASHBase TGNN Model=TGN, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 90.54 | — | |
| CaWsplit_setting=Transductive2022.10 | 90.3 | — | |
| FREEDYG + FLASHBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 88.46 | — | |
| PINTsetting=transductive, relative positional features=true2022.09 | 88.06 | — | |
| CAWN2026.01 | 86.99 | — | |
| GraphMixer2022.10 | 86.2 | — | |
| DYGFORMER + FLASHBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 86.09 | — | |
| NATsplit_setting=Transductive2022.10 | 85.9 | — | |
| GRAPHMIXER + FLASHBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 82.68 | — | |
| TGN + Trunc.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 82.62 | — | |
| PINTsetting=transductive, relative positional features=false2022.09 | 81.35 | — | |
| CAWsetting=transductive2022.09 | 81.29 | — | |
| TGN-Attsetting=transductive2022.09 | 80.69 | — | |
| TGN + NLBBase TGNN Model=TGN, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 80.45 | — | |
| FREEDYG + Trunc.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 80.19 | — | |
| FREEDYG + NLBBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 80.02 | — | |
| FREEDYG + TASERBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 78.54 | — | |
| TGN2026.01 | 77.07 | — | |
| GraphMixer2026.01 | 75.64 | — | |
| TGN + TASERBase TGNN Model=TGN, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 75.58 | — | |
| TGAT + FLASHBase TGNN Model=TGAT, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 74.94 | — | |
| DYGFORMER + Trunc.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 74.81 | — | |
| DYGFORMER + Uni.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 74.81 | — | |
| DYGFORMER + NLBBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 74.52 | — | |
| TGNsplit_setting=Transductive2022.10 | 74.3 | — | |
| GRAPHMIXER + Trunc.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 72.98 | — | |
| GRAPHMIXER + NLBBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 72.98 | — | |
| DYGFORMER + TASERBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 72.72 | — | |
| GRAPHMIXER + TASERBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 72.24 | — | |
| DyRep2026.01 | 71.92 | — | |
| JODIE2026.01 | 70.85 | — | |
| Jodiesetting=transductive2022.09 | 69.32 | — | |
| DyRepsetting=transductive2022.09 | 69.24 | — | |
| JODIEsplit_setting=Transductive2022.10 | 69.1 | — | |
| DyRepsplit_setting=Transductive2022.10 | 68.3 | — | |
| FREEDYG + Uni.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 67.72 | — | |
| TGN + Uni.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 67.6 | — | |
| TCL2026.01 | 67.27 | — | |
| TGAT + Trunc.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 65.64 | — | |
| TGAT + NLBBase TGNN Model=TGAT, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 65.64 | — | |
| GRAPHMIXER + Uni.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 63.96 | — | |
| TGATsplit_setting=Transductive2022.10 | 63.3 | — | |
| TGATsetting=transductive2022.09 | 54.77 | — | |
| TGAT + TASERBase TGNN Model=TGAT, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 52.28 | — | |
| TGAT + Uni.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 50.66 | — | |
| CAWNsetting=transductive, negative_sampling=random2024.11 | — | 81.44 | |
| DyGFormersetting=transductive, negative_sampling=random2024.11 | — | 90.1 | |
| DYGFORMER + FLASHBase model=DYGFORMER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | — | 84.63 | |
| DYGFORMER + NLBBase model=DYGFORMER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | — | 74.72 | |
| DYGFORMER + TASERBase model=DYGFORMER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | — | 73.99 | |
| DYGFORMER + Trunc.Base model=DYGFORMER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | — | 74.75 | |
| DYGFORMER + Uni.Base model=DYGFORMER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | — | 74.94 | |
| DyRepsetting=transductive, negative_sampling=random2024.11 | — | 69.79 | |
| EdgeBanksetting=transductive, negative_sampling=random2024.11 | — | 83.77 | |
| FREEDYG + FLASHBase model=FREEDYG, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | — | 87.19 | |
| FREEDYG + NLBBase model=FREEDYG, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | — | 80.03 | |
| FREEDYG + TASERBase model=FREEDYG, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | — | 80.14 | |
| FREEDYG + Trunc.Base model=FREEDYG, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | — | 79.93 | |
| FREEDYG + Uni.Base model=FREEDYG, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | — | 66.18 | |
| GraphMixersetting=transductive, negative_sampling=random2024.11 | — | 68.28 | |
| GRAPHMIXER + FLASHBase model=GRAPHMIXER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | — | 84.5 | |
| GRAPHMIXER + NLBBase model=GRAPHMIXER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | — | 72.55 | |
| GRAPHMIXER + TASERBase model=GRAPHMIXER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | — | 72.64 | |
| GRAPHMIXER + Trunc.Base model=GRAPHMIXER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | — | 72.58 | |
| GRAPHMIXER + Uni.Base model=GRAPHMIXER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | — | 62.45 | |
| GRNsetting=transductive, negative_sampling=random2024.11 | — | 72.47 | |
| JODIEsetting=transductive, negative_sampling=random2024.11 | — | 69.91 | |
| TCLsetting=transductive, negative_sampling=random2024.11 | — | 56.36 | |
| TGATsetting=transductive, negative_sampling=random2024.11 | — | 63.03 | |
| TGAT + FLASHBase model=TGAT, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | — | 64.79 | |
| TGAT + NLBBase model=TGAT, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | — | 61.46 | |
| TGAT + TASERBase model=TGAT, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | — | 52.25 | |
| TGAT + Trunc.Base model=TGAT, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | — | 62.99 | |
| TGAT + Uni.Base model=TGAT, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | — | 50.08 | |
| TGFormerNegative Sampling Strategy=Random2026.05 | — | 96.85 | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | — | 82.39 | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | — | 70.54 | |
| TGNsetting=transductive, negative_sampling=random2024.11 | — | 53.33 | |
| TGN + FLASHBase model=TGN, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | — | 86.41 | |
| TGN + NLBBase model=TGN, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | — | 76.16 | |
| TGN + TASERBase model=TGN, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | — | 75.98 | |
| TGN + Trunc.Base model=TGN, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | — | 79.48 | |
| TGN + Uni.Base model=TGN, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | — | 68.86 |