Transductive Dynamic Link Prediction on Reddit
0.9998AUC-ROCDSRD
Evaluation results
| Method | Links | |
|---|---|---|
| DSRDNSS=rnd2026.05 | 0.9998 | |
| CTDG-SSMSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9948 | |
| TPNetNSS=rnd2026.05 | 0.9931 | |
| TPNet+Sampling Strategy=rnd2026.03 | 0.9927 | |
| DyGmambaSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9927 | |
| TPNetSampling Strategy=rnd2026.03 | 0.9922 | |
| DyGFormer+Sampling Strategy=rnd2026.03 | 0.9916 | |
| DyGFormerNegative Sampling Strategy=random2023.03 | 0.9915 | |
| DyGFormerSampling Strategy=rnd2026.03 | 0.9915 | |
| DyGFormerSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9915 | |
| PINTNSS=rnd2026.05 | 0.9912 | |
| CAWNSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9902 | |
| CAWNSampling Strategy=rnd2026.03 | 0.9901 | |
| TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH2025.04 | 0.9901 | |
| NATNSS=rnd2026.05 | 0.9894 | |
| DyGFormerNSS=rnd2026.05 | 0.9867 | |
| TGNNSS=rnd2026.05 | 0.9864 | |
| TGNSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9861 | |
| TGN + TASERBase Model=TGN, Sampling Strategy=TASER2025.04 | 0.9861 | |
| TGNNegative Sampling Strategy=random2023.03 | 0.986 | |
| TGNSampling Strategy=rnd2026.03 | 0.986 | |
| TGN + NLBBase Model=TGN, Sampling Strategy=NLB2025.04 | 0.9859 | |
| TGN + Trunc.Base Model=TGN, Sampling Strategy=Truncated2025.04 | 0.9858 | |
| TGN + Uni.Base Model=TGN, Sampling Strategy=Uniform2025.04 | 0.9856 | |
| FREEDYG + FLASHBase Model=FREEDYG, Sampling Strategy=FLASH2025.04 | 0.9851 | |
| TGATSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.985 | |
| CAWNNSS=rnd2026.05 | 0.9848 | |
| JODIESetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9829 | |
| JODIENSS=rnd2026.05 | 0.9818 | |
| DSRDNSS=ind2026.05 | 0.9817 | |
| DyRepNSS=rnd2026.05 | 0.9815 | |
| DyRepSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9813 | |
| DSRDNSS=hist2026.05 | 0.9768 | |
| TCLSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9767 | |
| DYGFORMER + FLASHBase Model=DYGFORMER, Sampling Strategy=FLASH2025.04 | 0.9762 | |
| TCLSampling Strategy=rnd2026.03 | 0.9742 | |
| CTANSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9724 | |
| GraphMixerSampling Strategy=rnd2026.03 | 0.9717 | |
| GraphMixerSetup=Transductive, Negative Sampling Strategy=random2026.06 | 0.9717 | |
| FREEDYG + NLBBase Model=FREEDYG, Sampling Strategy=NLB2025.04 | 0.9713 | |
| FREEDYG + Trunc.Base Model=FREEDYG, Sampling Strategy=Truncated2025.04 | 0.9689 | |
| GraphMixerNSS=rnd2026.05 | 0.967 | |
| FREEDYG + TASERBase Model=FREEDYG, Sampling Strategy=TASER2025.04 | 0.9667 | |
| GRAPHMIXER + FLASHBase Model=GRAPHMIXER, Sampling Strategy=FLASH2025.04 | 0.9632 | |
| TGATNSS=rnd2026.05 | 0.9604 | |
| EdgeBankNSS=rnd2026.05 | 0.9599 | |
| TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH2025.04 | 0.953 | |
| FREEDYG + Uni.Base Model=FREEDYG, Sampling Strategy=Uniform2025.04 | 0.9517 | |
| GRAPHMIXER + NLBBase Model=GRAPHMIXER, Sampling Strategy=NLB2025.04 | 0.9483 | |
| GRAPHMIXER + Trunc.Base Model=GRAPHMIXER, Sampling Strategy=Truncated2025.04 | 0.9465 | |
| GRAPHMIXER + TASERBase Model=GRAPHMIXER, Sampling Strategy=TASER2025.04 | 0.9448 | |
| DYGFORMER + Uni.Base Model=DYGFORMER, Sampling Strategy=Uniform2025.04 | 0.9388 | |
| DYGFORMER + Trunc.Base Model=DYGFORMER, Sampling Strategy=Truncated2025.04 | 0.9387 | |
| DYGFORMER + NLBBase Model=DYGFORMER, Sampling Strategy=NLB2025.04 | 0.937 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Strategy=Truncated2025.04 | 0.9288 | |
| DYGFORMER + TASERBase Model=DYGFORMER, Sampling Strategy=TASER2025.04 | 0.9243 | |
| TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB2025.04 | 0.9196 | |
| TCLNSS=rnd2026.05 | 0.9089 | |
| GRAPHMIXER + Uni.Base Model=GRAPHMIXER, Sampling Strategy=Uniform2025.04 | 0.8947 | |
| TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER2025.04 | 0.8833 | |
| EdgeBankNSS=ind2026.05 | 0.882 | |
| CAWNSampling Strategy=ind2026.03 | 0.8804 | |
| CAWNNSS=ind2026.05 | 0.8749 | |
| TGAT + Uni.Base Model=TGAT, Sampling Strategy=Uniform2025.04 | 0.874 | |
| DyGFormer+Sampling Strategy=ind2026.03 | 0.8655 | |
| DyGFormerNegative Sampling Strategy=inductive2023.03 | 0.8623 | |
| DyGFormerSampling Strategy=ind2026.03 | 0.8623 | |
| JODIENSS=ind2026.05 | 0.8585 | |
| TGNNSS=ind2026.05 | 0.8569 | |
| DyRepNSS=ind2026.05 | 0.8552 | |
| TCLSampling Strategy=ind2026.03 | 0.8467 | |
| TGNNegative Sampling Strategy=inductive2023.03 | 0.8456 | |
| TGNSampling Strategy=ind2026.03 | 0.8456 | |
| PINTNSS=hist2026.05 | 0.8406 | |
| TPNetNSS=ind2026.05 | 0.8367 | |
| JODIENSS=hist2026.05 | 0.8278 | |
| TPNetNSS=hist2026.05 | 0.8272 | |
| DyRepNSS=hist2026.05 | 0.8266 | |
| TPNet+Sampling Strategy=ind2026.03 | 0.8249 | |
| PINTNSS=ind2026.05 | 0.8246 | |
| TGNNSS=hist2026.05 | 0.8234 | |
| GraphMixerSampling Strategy=ind2026.03 | 0.8221 | |
| NATNSS=hist2026.05 | 0.8197 | |
| TPNetSampling Strategy=hist2026.03 | 0.8187 | |
| TPNet+Sampling Strategy=hist2026.03 | 0.8179 | |
| TPNetSampling Strategy=ind2026.03 | 0.8164 | |
| TGATNSS=ind2026.05 | 0.8153 | |
| GraphMixerNSS=ind2026.05 | 0.8151 | |
| EdgeBankNSS=hist2026.05 | 0.812 | |
| TGNNegative Sampling Strategy=historical2023.03 | 0.8111 | |
| TGNSampling Strategy=hist2026.03 | 0.8111 | |
| DyGFormer+Sampling Strategy=hist2026.03 | 0.8063 | |
| DyGFormerNegative Sampling Strategy=historical2023.03 | 0.8054 | |
| DyGFormerSampling Strategy=hist2026.03 | 0.8054 | |
| CAWNSampling Strategy=hist2026.03 | 0.8027 | |
| CAWNNSS=hist2026.05 | 0.7967 | |
| DyGFormerNSS=ind2026.05 | 0.7901 | |
| GraphMixerSampling Strategy=hist2026.03 | 0.778 | |
| GraphMixerNSS=hist2026.05 | 0.7742 | |
| TCLNSS=ind2026.05 | 0.7658 |