Inductive Dynamic Link Prediction on LastFM
99.93AUC-ROCDSRD
Evaluation results
| Method | Links | |
|---|---|---|
| DSRDNegative Sampling Strategy=random2026.05 | 99.93 | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 98.83 | |
| DSRDNegative Sampling Strategy=historical2026.05 | 98.82 | |
| CTDG-SSMNegative Sampling Scheme=INS2026.06 | 94.77 | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | 94.49 | |
| DyGmambaNegative Sampling Scheme=RNS2026.06 | 94.42 | |
| DyGFormerNegative Sampling Scheme=RNS2026.06 | 94.17 | |
| FREEDYG + FLASHBase Model=FreeDyG, Sampling Method=FLASH, Historical Neighbors=42025.04 | 89.82 | |
| CAWNNegative Sampling Scheme=RNS2026.06 | 89.33 | |
| TGN + FLASHBase Model=TGN, Sampling Method=FLASH, Historical Neighbors=42025.04 | 88.24 | |
| DYGFORMER + FLASHBase Model=DyGFormer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 87.67 | |
| GRAPHMIXER + FLASHBase Model=GraphMixer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 87.64 | |
| FREEDYG + TASERBase Model=FreeDyG, Sampling Method=TASER, Historical Neighbors=42025.04 | 85.47 | |
| FREEDYG + NLBBase Model=FreeDyG, Sampling Method=NLB, Historical Neighbors=42025.04 | 85.07 | |
| FREEDYG + Trunc.Base Model=FreeDyG, Sampling Method=Trunc., Historical Neighbors=42025.04 | 84.89 | |
| TGN + Trunc.Base Model=TGN, Sampling Method=Trunc., Historical Neighbors=42025.04 | 84.31 | |
| DyRepNegative Sampling Scheme=RNS2026.06 | 83.47 | |
| JODIENegative Sampling Scheme=RNS2026.06 | 83.13 | |
| TGN + NLBBase Model=TGN, Sampling Method=NLB, Historical Neighbors=42025.04 | 82.18 | |
| GraphMixerNegative Sampling Scheme=RNS2026.06 | 82.07 | |
| JODIENegative Sampling Strategy=random2026.05 | 81.77 | |
| TCLNegative Sampling Scheme=RNS2026.06 | 81.38 | |
| TGNNegative Sampling Scheme=RNS2026.06 | 81.18 | |
| TGN + TASERBase Model=TGN, Sampling Method=TASER, Historical Neighbors=42025.04 | 80.4 | |
| DYGFORMER + Uni.Base Model=DyGFormer, Sampling Method=Uni., Historical Neighbors=42025.04 | 80.08 | |
| GRAPHMIXER + TASERBase Model=GraphMixer, Sampling Method=TASER, Historical Neighbors=42025.04 | 79.98 | |
| DYGFORMER + NLBBase Model=DyGFormer, Sampling Method=NLB, Historical Neighbors=42025.04 | 79.86 | |
| DYGFORMER + Trunc.Base Model=DyGFormer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 79.82 | |
| GRAPHMIXER + NLBBase Model=GraphMixer, Sampling Method=NLB, Historical Neighbors=42025.04 | 79.48 | |
| GRAPHMIXER + Trunc.Base Model=GraphMixer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 79.47 | |
| DYGFORMER + TASERBase Model=DyGFormer, Sampling Method=TASER, Historical Neighbors=42025.04 | 79.31 | |
| TGATNegative Sampling Scheme=RNS2026.06 | 78.4 | |
| TGN + Uni.Base Model=TGN, Sampling Method=Uni., Historical Neighbors=42025.04 | 77.93 | |
| FREEDYG + Uni.Base Model=FreeDyG, Sampling Method=Uni., Historical Neighbors=42025.04 | 73.94 | |
| TFWaveFormerNSS=hist2026.03 | 72.38 | |
| TFWaveFormerNSS=ind2026.03 | 72.38 | |
| GRAPHMIXER + Uni.Base Model=GraphMixer, Sampling Method=Uni., Historical Neighbors=42025.04 | 71.45 | |
| FreeDyGNSS=hist2026.03 | 71.24 | |
| FreeDyGNSS=ind2026.03 | 71.24 | |
| DyGFormerNSS=hist2026.03 | 70.73 | |
| DyGFormerNSS=ind2026.03 | 70.73 | |
| DyGmambaNegative Sampling Scheme=INS2026.06 | 70.59 | |
| GraphMixerNSS=hist2026.03 | 70.07 | |
| GraphMixerNSS=ind2026.03 | 70.07 | |
| GraphMixerNegative Sampling Scheme=INS2026.06 | 69.93 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Method=Trunc., Historical Neighbors=42025.04 | 69.91 | |
| TGATNSS=hist2026.03 | 69.89 | |
| TGATNSS=ind2026.03 | 69.89 | |
| TGATNegative Sampling Scheme=INS2026.06 | 69.89 | |
| DyGFormerNegative Sampling Scheme=INS2026.06 | 69.86 | |
| JODIENegative Sampling Scheme=INS2026.06 | 69.85 | |
| TGAT + FLASHBase Model=TGAT, Sampling Method=FLASH, Historical Neighbors=42025.04 | 69.17 | |
| DyRepNSS=hist2026.03 | 68.79 | |
| DyRepNSS=ind2026.03 | 68.79 | |
| JODIENSS=hist2026.03 | 68.44 | |
| JODIENSS=ind2026.03 | 68.44 | |
| JODIENegative Sampling Strategy=historical2026.05 | 68.43 | |
| JODIENegative Sampling Strategy=inductive2026.05 | 68.43 | |
| DyRepNegative Sampling Scheme=INS2026.06 | 68.14 | |
| TGAT + NLBBase Model=TGAT, Sampling Method=NLB, Historical Neighbors=42025.04 | 67.99 | |
| CAWNNegative Sampling Scheme=INS2026.06 | 67.72 | |
| CAWNNSS=hist2026.03 | 67.69 | |
| CAWNNSS=ind2026.03 | 67.68 | |
| TGNNegative Sampling Scheme=INS2026.06 | 67.01 | |
| TGNNSS=hist2026.03 | 66.99 | |
| TGNNSS=ind2026.03 | 66.99 | |
| TCLNegative Sampling Scheme=INS2026.06 | 63.15 | |
| CTANNegative Sampling Scheme=RNS2026.06 | 60.4 | |
| CTANNegative Sampling Scheme=INS2026.06 | 57.85 | |
| TCLNSS=hist2026.03 | 55.88 | |
| TCLNSS=ind2026.03 | 55.88 | |
| TGAT + TASERBase Model=TGAT, Sampling Method=TASER, Historical Neighbors=42025.04 | 53.9 | |
| TGAT + Uni.Base Model=TGAT, Sampling Method=Uni., Historical Neighbors=42025.04 | 50.07 |