Inductive Dynamic Link Prediction on Wikipedia (inductive)
0.9952AUC-ROCDSRD
Evaluation results
| Method | Links | |
|---|---|---|
| DSRDNegative Sampling Strategy=random2026.05 | 0.9952 | |
| CTDG-SSMSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9906 | |
| DyGmambaSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9877 | |
| TPNetNegative Sampling Strategy=random2026.05 | 0.9863 | |
| FREEDYG + FLASHBase Model=FreeDyG, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.9861 | |
| DyGFormerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9858 | |
| DyGFormerNegative sampling strategy=random2023.03 | 0.9848 | |
| CAWNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9827 | |
| FREEDYG + Trunc.Base Model=FreeDyG, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.9823 | |
| FREEDYG + NLBBase Model=FreeDyG, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.9823 | |
| DYGFORMER + FLASHBase Model=DyGFormer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.9821 | |
| FREEDYG + TASERBase Model=FreeDyG, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.9809 | |
| CAWNNegative sampling strategy=random2023.03 | 0.9803 | |
| TGN + FLASHBase Model=TGN, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.9794 | |
| TGNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9781 | |
| TGN + Trunc.Base Model=TGN, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.9773 | |
| TGNNegative sampling strategy=random2023.03 | 0.9772 | |
| DYGFORMER + NLBBase Model=DyGFormer, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.9762 | |
| DYGFORMER + Trunc.Base Model=DyGFormer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.9761 | |
| DyGFormerNegative Sampling Strategy=random2026.05 | 0.9758 | |
| DYGFORMER + Uni.Base Model=DyGFormer, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.9756 | |
| TCLSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9748 | |
| TGN + NLBBase Model=TGN, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.9748 | |
| PINTNegative Sampling Strategy=random2026.05 | 0.9741 | |
| TGN + TASERBase Model=TGN, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.9737 | |
| CAWNNegative Sampling Strategy=random2026.05 | 0.9703 | |
| FREEDYG + Uni.Base Model=FreeDyG, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.967 | |
| GraphMixerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9661 | |
| DYGFORMER + TASERBase Model=DyGFormer, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.9654 | |
| GraphMixerNegative sampling strategy=random2023.03 | 0.963 | |
| TGATSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9626 | |
| GRAPHMIXER + FLASHBase Model=GraphMixer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.9623 | |
| TGATNegative sampling strategy=random2023.03 | 0.959 | |
| TCLNegative sampling strategy=random2023.03 | 0.9557 | |
| TGN + Uni.Base Model=TGN, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.9557 | |
| GRAPHMIXER + Trunc.Base Model=GraphMixer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.9543 | |
| JODIESetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9491 | |
| GraphMixerNegative Sampling Strategy=random2026.05 | 0.9473 | |
| GRAPHMIXER + NLBBase Model=GraphMixer, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.9434 | |
| JODIENegative sampling strategy=random2023.03 | 0.9433 | |
| GRAPHMIXER + TASERBase Model=GraphMixer, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.9406 | |
| TGAT + FLASHBase Model=TGAT, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.9405 | |
| CTANSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9358 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.9346 | |
| TGNNegative Sampling Strategy=random2026.05 | 0.9337 | |
| DyRepSetup=Inductive, Negative Sampling Strategy=random2026.06 | 0.9221 | |
| DyRepNegative sampling strategy=random2023.03 | 0.9149 | |
| TCLNegative Sampling Strategy=random2026.05 | 0.9047 | |
| NATNegative Sampling Strategy=random2026.05 | 0.9011 | |
| TGAT + NLBBase Model=TGAT, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.899 | |
| TGATNegative Sampling Strategy=random2026.05 | 0.8969 | |
| JODIENegative Sampling Strategy=random2026.05 | 0.8842 | |
| DyRepNegative Sampling Strategy=random2026.05 | 0.8571 | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 0.8324 | |
| DSRDNegative Sampling Strategy=historical2026.05 | 0.831 | |
| GraphMixerNegative sampling strategy=inductive2023.03 | 0.8288 | |
| GraphMixerNSS=ind2026.03 | 0.8288 | |
| GraphMixerNegative sampling strategy=historical2023.03 | 0.8287 | |
| GraphMixerNSS=hist2026.03 | 0.8287 | |
| GraphMixerNegative Sampling Strategy=inductive2026.05 | 0.811 | |
| GRAPHMIXER + Uni.Base Model=GraphMixer, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.811 | |
| GraphMixerNegative Sampling Strategy=historical2026.05 | 0.8109 | |
| TCLNegative sampling strategy=historical2023.03 | 0.7979 | |
| TCLNegative sampling strategy=inductive2023.03 | 0.7979 | |
| TCLNSS=hist2026.03 | 0.7979 | |
| TCLNSS=ind2026.03 | 0.7979 | |
| TGATNegative sampling strategy=historical2023.03 | 0.7838 | |
| TGATNegative sampling strategy=inductive2023.03 | 0.7838 | |
| TGATNSS=hist2026.03 | 0.7838 | |
| TGATNSS=ind2026.03 | 0.7838 | |
| TCLNegative Sampling Strategy=historical2026.05 | 0.7837 | |
| TCLNegative Sampling Strategy=inductive2026.05 | 0.7835 | |
| TGATNegative Sampling Strategy=historical2026.05 | 0.777 | |
| TGATNegative Sampling Strategy=inductive2026.05 | 0.7768 | |
| TGNNegative sampling strategy=inductive2023.03 | 0.7576 | |
| TGNNSS=ind2026.03 | 0.7576 | |
| TGNNegative sampling strategy=historical2023.03 | 0.7575 | |
| TGNNSS=hist2026.03 | 0.7575 | |
| TGNNegative Sampling Strategy=historical2026.05 | 0.7526 | |
| TGNNegative Sampling Strategy=inductive2026.05 | 0.7526 | |
| PINTNegative Sampling Strategy=inductive2026.05 | 0.7427 | |
| PINTNegative Sampling Strategy=historical2026.05 | 0.7426 | |
| TGAT + TASERBase Model=TGAT, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.7186 | |
| TFWaveFormerNSS=hist2026.03 | 0.6878 | |
| TFWaveFormerNSS=ind2026.03 | 0.6877 | |
| TGAT + Uni.Base Model=TGAT, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.6854 | |
| TPNetNegative Sampling Strategy=historical2026.05 | 0.6853 | |
| TPNetNegative Sampling Strategy=inductive2026.05 | 0.6853 | |
| DyGFormerNegative sampling strategy=historical2023.03 | 0.6833 | |
| DyGFormerNegative sampling strategy=inductive2023.03 | 0.6833 | |
| DyGFormerNSS=hist2026.03 | 0.6833 | |
| DyGFormerNSS=ind2026.03 | 0.6833 | |
| FreeDyGNSS=hist2026.03 | 0.654 | |
| FreeDyGNSS=ind2026.03 | 0.654 | |
| CAWNNegative Sampling Strategy=historical2026.05 | 0.6422 | |
| CAWNNegative Sampling Strategy=inductive2026.05 | 0.6417 | |
| CAWNNegative sampling strategy=historical2023.03 | 0.6204 | |
| CAWNNSS=hist2026.03 | 0.6204 | |
| CAWNNegative sampling strategy=inductive2023.03 | 0.6202 | |
| CAWNNSS=ind2026.03 | 0.6202 |