Inductive Dynamic Link Prediction on Reddit (inductive)
99.94AUC-ROC (%)DSRD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DSRDNegative Sampling Strategy=random2026.05 | 99.94 | — | |
| CTDG-SSMNegative Sampling Scheme=INS2026.06 | 99.15 | — | |
| CTDG-SSMNegative Sampling Scheme=RNS2026.06 | 99.13 | — | |
| CTDG-SSMSetup=Inductive, Negative Sampling Strategy=random2026.06 | 99.13 | — | |
| DyGmambaNegative Sampling Scheme=RNS2026.06 | 98.97 | — | |
| DyGmambaSetup=Inductive, Negative Sampling Strategy=random2026.06 | 98.97 | — | |
| GRNNegative sampling strategy=random2024.11 | 98.9 | — | |
| TPNet+Negative Sampling Strategy=rnd2026.03 | 98.83 | — | |
| DyGFormerNegative Sampling Scheme=RNS2026.06 | 98.83 | — | |
| DyGFormerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 98.83 | — | |
| DiffDyGNegative Sampling Strategy=Random2026.05 | 98.79 | — | |
| TPNetNegative Sampling Strategy=rnd2026.03 | 98.73 | — | |
| DyGFormerNegative sampling strategy=random2023.03 | 98.71 | — | |
| DyGFormerNegative Sampling Strategy=rnd2026.03 | 98.71 | — | |
| DyGFormer+Negative Sampling Strategy=rnd2026.03 | 98.71 | — | |
| RepeatMixerNegative Sampling Strategy=Random2026.05 | 98.69 | — | |
| CNENNegative Sampling Strategy=Random2026.05 | 98.62 | — | |
| CAWNNegative Sampling Scheme=RNS2026.06 | 98.62 | — | |
| CAWNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 98.62 | — | |
| CAWNNegative sampling strategy=random2023.03 | 98.42 | — | |
| CAWNNegative Sampling Strategy=rnd2026.03 | 98.42 | — | |
| CAWNNegative Sampling Strategy=Random2026.05 | 98.42 | — | |
| FREEDYG + FLASHBase Model=FreeDyG, Sampling Method=FLASH, Historical Neighbors=42025.04 | 98.28 | — | |
| TIDFormerNegative Sampling Strategy=Random2026.05 | 98.23 | — | |
| DyGFormerNegative sampling strategy=random2024.11 | 98.21 | — | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 98.05 | — | |
| TGN + FLASHBase Model=TGN, Sampling Method=FLASH, Historical Neighbors=42025.04 | 97.96 | — | |
| DYGFORMER + FLASHBase Model=DyGFormer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 97.83 | — | |
| CAWNNegative sampling strategy=random2024.11 | 97.78 | — | |
| TGNNegative Sampling Scheme=RNS2026.06 | 97.41 | — | |
| TGNSetup=Inductive, Negative Sampling Strategy=random2026.06 | 97.41 | — | |
| TGNNegative sampling strategy=random2023.03 | 97.39 | — | |
| TGNNegative Sampling Strategy=rnd2026.03 | 97.39 | — | |
| TGNNegative Sampling Strategy=Random2026.05 | 97.39 | — | |
| TGN + NLBBase Model=TGN, Sampling Method=NLB, Historical Neighbors=42025.04 | 97.31 | — | |
| TGN + TASERBase Model=TGN, Sampling Method=TASER, Historical Neighbors=42025.04 | 97.27 | — | |
| FREEDYG + NLBBase Model=FreeDyG, Sampling Method=NLB, Historical Neighbors=42025.04 | 97.25 | — | |
| TGN + Trunc.Base Model=TGN, Sampling Method=Trunc., Historical Neighbors=42025.04 | 97.15 | — | |
| TGATNegative Sampling Scheme=RNS2026.06 | 97.13 | — | |
| TGATSetup=Inductive, Negative Sampling Strategy=random2026.06 | 97.13 | — | |
| TGN + Uni.Base Model=TGN, Sampling Method=Uni., Historical Neighbors=42025.04 | 97.13 | — | |
| FREEDYG + Trunc.Base Model=FreeDyG, Sampling Method=Trunc., Historical Neighbors=42025.04 | 97.05 | — | |
| TGATNegative sampling strategy=random2023.03 | 96.98 | — | |
| TGATNegative Sampling Strategy=Random2026.05 | 96.98 | — | |
| FREEDYG + TASERBase Model=FreeDyG, Sampling Method=TASER, Historical Neighbors=42025.04 | 96.88 | — | |
| JODIENegative sampling strategy=random2023.03 | 96.52 | — | |
| JODIENegative Sampling Scheme=RNS2026.06 | 96.43 | — | |
| JODIESetup=Inductive, Negative Sampling Strategy=random2026.06 | 96.43 | — | |
| DyRepNegative sampling strategy=random2023.03 | 96.05 | — | |
| DyRepNegative Sampling Scheme=RNS2026.06 | 95.89 | — | |
| DyRepSetup=Inductive, Negative Sampling Strategy=random2026.06 | 95.89 | — | |
| DYGFORMER + NLBBase Model=DyGFormer, Sampling Method=NLB, Historical Neighbors=42025.04 | 95.79 | — | |
| DYGFORMER + Trunc.Base Model=DyGFormer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 95.74 | — | |
| DYGFORMER + Uni.Base Model=DyGFormer, Sampling Method=Uni., Historical Neighbors=42025.04 | 95.71 | — | |
| FREEDYG + Uni.Base Model=FreeDyG, Sampling Method=Uni., Historical Neighbors=42025.04 | 95.53 | — | |
| GRAPHMIXER + FLASHBase Model=GraphMixer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 95.36 | — | |
| GraphMixerNegative Sampling Scheme=RNS2026.06 | 95.24 | — | |
| GraphMixerSetup=Inductive, Negative Sampling Strategy=random2026.06 | 95.24 | — | |
| TCLNegative Sampling Scheme=RNS2026.06 | 95.01 | — | |
| TCLSetup=Inductive, Negative Sampling Strategy=random2026.06 | 95.01 | — | |
| GraphMixerNegative sampling strategy=random2023.03 | 94.97 | — | |
| GraphMixerNegative Sampling Strategy=rnd2026.03 | 94.97 | — | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 94.97 | — | |
| DYGFORMER + TASERBase Model=DyGFormer, Sampling Method=TASER, Historical Neighbors=42025.04 | 94.76 | — | |
| TGAT + FLASHBase Model=TGAT, Sampling Method=FLASH, Historical Neighbors=42025.04 | 94.15 | — | |
| TGATNegative sampling strategy=random2024.11 | 93.85 | — | |
| TCLNegative sampling strategy=random2023.03 | 93.8 | — | |
| TCLNegative Sampling Strategy=rnd2026.03 | 93.8 | — | |
| TCLNegative Sampling Strategy=Random2026.05 | 93.8 | — | |
| GRAPHMIXER + NLBBase Model=GraphMixer, Sampling Method=NLB, Historical Neighbors=42025.04 | 93.58 | — | |
| GRAPHMIXER + Trunc.Base Model=GraphMixer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 93.36 | — | |
| JODIENegative Sampling Strategy=random2026.05 | 92.72 | — | |
| GRAPHMIXER + TASERBase Model=GraphMixer, Sampling Method=TASER, Historical Neighbors=42025.04 | 92.7 | — | |
| GraphMixerNegative sampling strategy=random2024.11 | 92.39 | — | |
| DSRDNegative Sampling Strategy=inductive2026.05 | 91.96 | — | |
| DSRDNegative Sampling Strategy=historical2026.05 | 91.92 | — | |
| TGAT + Trunc.Base Model=TGAT, Sampling Method=Trunc., Historical Neighbors=42025.04 | 91.91 | — | |
| JODIENegative sampling strategy=random2024.11 | 91.43 | — | |
| TGNNegative sampling strategy=random2024.11 | 91.4 | — | |
| TGAT + NLBBase Model=TGAT, Sampling Method=NLB, Historical Neighbors=42025.04 | 91.1 | — | |
| TCLNegative sampling strategy=random2024.11 | 89.11 | — | |
| GRAPHMIXER + Uni.Base Model=GraphMixer, Sampling Method=Uni., Historical Neighbors=42025.04 | 88.67 | — | |
| TGAT + TASERBase Model=TGAT, Sampling Method=TASER, Historical Neighbors=42025.04 | 88.57 | — | |
| DyRepNegative sampling strategy=random2024.11 | 87.81 | — | |
| TGAT + Uni.Base Model=TGAT, Sampling Method=Uni., Historical Neighbors=42025.04 | 87.59 | — | |
| CTANNegative Sampling Scheme=INS2026.06 | 81.7 | — | |
| CTANNegative Sampling Scheme=RNS2026.06 | 80.07 | — | |
| CTANSetup=Inductive, Negative Sampling Strategy=random2026.06 | 80.07 | — | |
| TFWaveFormerNSS=ind2026.03 | 66.97 | — | |
| TFWaveFormerNSS=hist2026.03 | 66.93 | — | |
| CAWNNegative Sampling Scheme=INS2026.06 | 65.37 | — | |
| DiffDyGNegative Sampling Strategy=Historical2026.05 | 65.29 | — | |
| DiffDyGNegative Sampling Strategy=Inductive2026.05 | 65.29 | — | |
| TGNNegative Sampling Scheme=INS2026.06 | 65.24 | — | |
| RepeatMixerNegative Sampling Strategy=Historical2026.05 | 65.15 | — | |
| RepeatMixerNegative Sampling Strategy=Inductive2026.05 | 65.15 | — | |
| CAWNNSS=hist2026.03 | 64.94 | — | |
| CAWNNegative Sampling Strategy=hist2026.03 | 64.94 | — | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 64.94 | — | |
| DyGmambaNegative Sampling Scheme=INS2026.06 | 64.93 | — |