Inductive Dynamic Link Prediction on LastFM (AP)
95.13AP (LastFM)DyG-Mamba
Evaluation results
| Method | Links | |
|---|---|---|
| DyG-MambaNSS=rnd2026.06 | 95.13 | |
| FreeDyGNSS=rnd2026.06 | 94.89 | |
| DyGmambaNSS=RNS2026.06 | 94.42 | |
| DyGFormerNSS=RNS2026.06 | 94.17 | |
| CTDG-SSMNSS=INS2026.06 | 94.08 | |
| CTDG-SSMNSS=ind2026.06 | 94.08 | |
| CTDG-SSMNSS=RNS2026.06 | 93.65 | |
| CTDG-SSMNSS=rnd2026.06 | 93.65 | |
| TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 92.04 | |
| FreeDyG + FLASHBase Model=FreeDyG, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 90.73 | |
| CAWNNSS=RNS2026.06 | 89.33 | |
| DyGFormer + FLASHBase Model=DyGFormer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 88.55 | |
| TGN + TruncationBase Model=TGN, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 87.23 | |
| GraphMixer + FLASHBase Model=GraphMixer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 86.7 | |
| TGN + NLBBase Model=TGN, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 85.79 | |
| FreeDyG + TruncationBase Model=FreeDyG, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 85.09 | |
| FreeDyG + NLBBase Model=FreeDyG, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 84.98 | |
| FreeDyG + TASERBase Model=FreeDyG, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 84.07 | |
| DyRepNSS=RNS2026.06 | 83.47 | |
| JODIENSS=RNS2026.06 | 83.13 | |
| GraphMixerNSS=RNS2026.06 | 82.07 | |
| TGN + TASERBase Model=TGN, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 81.97 | |
| TCLNSS=RNS2026.06 | 81.38 | |
| TGNNSS=RNS2026.06 | 81.18 | |
| DyGFormer + TruncationBase Model=DyGFormer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 79.97 | |
| DyGFormer + UniformBase Model=DyGFormer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 79.86 | |
| DyGFormer + NLBBase Model=DyGFormer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 79.66 | |
| DyG-MambaNSS=ind2026.06 | 79.6 | |
| TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 79.56 | |
| GraphMixer + TruncationBase Model=GraphMixer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 79.52 | |
| GraphMixer + NLBBase Model=GraphMixer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 79.52 | |
| GraphMixer + TASERBase Model=GraphMixer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 79.43 | |
| TGATNSS=RNS2026.06 | 78.4 | |
| DyGFormer + TASERBase Model=DyGFormer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 77.93 | |
| FreeDyGNSS=ind2026.06 | 77.01 | |
| DyGmambaNSS=INS2026.06 | 76.76 | |
| FreeDyG + UniformBase Model=FreeDyG, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 76.41 | |
| GraphMixerNSS=INS2026.06 | 76.27 | |
| TGATNSS=INS2026.06 | 76.26 | |
| TGN + UniformBase Model=TGN, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 76.1 | |
| DyGFormerNSS=INS2026.06 | 75.07 | |
| GraphMixer + UniformBase Model=GraphMixer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 73.74 | |
| TGAT + TruncationBase Model=TGAT, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 72.35 | |
| TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 72.35 | |
| JODIENSS=INS2026.06 | 71.37 | |
| CAWNNSS=INS2026.06 | 71.28 | |
| DyRepNSS=INS2026.06 | 69.75 | |
| TCLNSS=INS2026.06 | 68.79 | |
| TGNNSS=INS2026.06 | 68.47 | |
| CTANNSS=RNS2026.06 | 60.4 | |
| CTANNSS=INS2026.06 | 55.6 | |
| TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 53.53 | |
| TGAT + UniformBase Model=TGAT, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.04 | 50.75 |