Link Prediction on Reddit (inductive)
99.18APCoDCL
Evaluation results
| Method | Links | |
|---|---|---|
| CoDCLBackbone Architecture=FreeDyG, Evaluation Protocol=CoDCL2026.01 | 99.18 | |
| DyG2Vecsplit_setting=Inductive, pre-training=false2022.10 | 99.1 | |
| DiffDyGNegative Sampling Strategy=Random2026.05 | 99.04 | |
| TIDFormerNegative Sampling Strategy=Random2026.05 | 98.98 | |
| RepeatMixerNegative Sampling Strategy=Random2026.05 | 98.85 | |
| DyGFormerNegative Sampling Strategy=random2023.03 | 98.84 | |
| DyGFormerBackbone Architecture=DyGFormer, Evaluation Protocol=Backbone2026.01 | 98.84 | |
| FreeDyGBackbone Architecture=FreeDyG, Evaluation Protocol=Backbone2026.01 | 98.84 | |
| CorDGTBackbone Architecture=CorDGT, Evaluation Protocol=Backbone2026.01 | 98.82 | |
| CoDCLBackbone Architecture=DyGFormer, Evaluation Protocol=CoDCL2026.01 | 98.78 | |
| CNENNegative Sampling Strategy=Random2026.05 | 98.78 | |
| CAWNNegative Sampling Strategy=random2023.03 | 98.62 | |
| CAWNEvaluation Protocol=Baseline2026.01 | 98.62 | |
| CAWNNegative Sampling Strategy=Random2026.05 | 98.62 | |
| NATsplit_setting=Inductive2022.10 | 98.6 | |
| GRNSampling Strategy=random negative sampling2024.11 | 98.57 | |
| DyGFormerSampling Strategy=random negative sampling2024.11 | 98.46 | |
| CaWsplit_setting=Inductive2022.10 | 98.4 | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 98.35 | |
| CoDCLBackbone Architecture=CorDGT, Evaluation Protocol=CoDCL2026.01 | 98.33 | |
| PINTsetting=inductive, relative positional features=true2022.09 | 98.25 | |
| CAWNSampling Strategy=random negative sampling2024.11 | 98.16 | |
| TGATsplit_setting=Inductive2022.10 | 97.9 | |
| CAWsetting=inductive2022.09 | 97.81 | |
| TGN-Attsetting=inductive2022.09 | 97.55 | |
| TGNNegative Sampling Strategy=random2023.03 | 97.5 | |
| TGNEvaluation Protocol=Baseline2026.01 | 97.5 | |
| TGNNegative Sampling Strategy=Random2026.05 | 97.5 | |
| PINTsetting=inductive, relative positional features=false2022.09 | 97.22 | |
| TGATNegative Sampling Strategy=random2023.03 | 97.09 | |
| TGATNegative Sampling Strategy=Random2026.05 | 97.09 | |
| TGATsetting=inductive2022.09 | 96.62 | |
| JODIENegative Sampling Strategy=random2023.03 | 96.5 | |
| JODIEEvaluation Protocol=Baseline2026.01 | 96.5 | |
| GraphSAGEsetting=inductive2022.09 | 96.27 | |
| DyRepNegative Sampling Strategy=random2023.03 | 96.09 | |
| DyRepEvaluation Protocol=Baseline2026.01 | 96.09 | |
| DyRepsetting=inductive2022.09 | 95.68 | |
| TGNsplit_setting=Inductive2022.10 | 95.4 | |
| GATsetting=inductive2022.09 | 95.37 | |
| GraphMixerNegative Sampling Strategy=random2023.03 | 95.26 | |
| GraphMixerEvaluation Protocol=Baseline2026.01 | 95.26 | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 95.26 | |
| Jodiesetting=inductive2022.09 | 94.38 | |
| TCLNegative Sampling Strategy=random2023.03 | 94.09 | |
| TCLEvaluation Protocol=Baseline2026.01 | 94.09 | |
| TCLNegative Sampling Strategy=Random2026.05 | 94.09 | |
| TGATSampling Strategy=random negative sampling2024.11 | 93.7 | |
| GraphMixerSampling Strategy=random negative sampling2024.11 | 92.46 | |
| DyRepsplit_setting=Inductive2022.10 | 92.1 | |
| JODIESampling Strategy=random negative sampling2024.11 | 91.95 | |
| TGNSampling Strategy=random negative sampling2024.11 | 90.5 | |
| TCLSampling Strategy=random negative sampling2024.11 | 88.66 | |
| DyRepSampling Strategy=random negative sampling2024.11 | 88.36 | |
| JODIEsplit_setting=Inductive2022.10 | 86.5 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 68.54 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 68.5 | |
| RepeatMixerNegative Sampling Strategy=Historical2026.05 | 66.14 | |
| RepeatMixerNegative Sampling Strategy=Inductive2026.05 | 66.13 | |
| DiffDyGNegative Sampling Strategy=Historical2026.05 | 66.08 | |
| DiffDyGNegative Sampling Strategy=Inductive2026.05 | 66.07 | |
| TIDFormerNegative Sampling Strategy=Historical2026.05 | 65.62 | |
| TIDFormerNegative Sampling Strategy=Inductive2026.05 | 65.62 | |
| DyGFormerNegative Sampling Strategy=historical2023.03 | 65.37 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 65.37 | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 65.37 | |
| DyGFormerNegative Sampling Strategy=inductive2023.03 | 65.35 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 65.35 | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 65.35 | |
| TGNNegative Sampling Strategy=historical2023.03 | 64.85 | |
| TGNNegative Sampling Strategy=historical2026.03 | 64.85 | |
| TGNNegative Sampling Strategy=Historical2026.05 | 64.85 | |
| TGNNegative Sampling Strategy=inductive2023.03 | 64.84 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 64.84 | |
| TGNNegative Sampling Strategy=Inductive2026.05 | 64.84 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 64.64 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 64.62 | |
| GraphMixerNegative Sampling Strategy=historical2023.03 | 64.5 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 64.5 | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 64.5 | |
| GraphMixerNegative Sampling Strategy=inductive2023.03 | 64.49 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 64.49 | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | 64.49 | |
| CNENNegative Sampling Strategy=Historical2026.05 | 64.09 | |
| CNENNegative Sampling Strategy=Inductive2026.05 | 64.08 | |
| CAWNNegative Sampling Strategy=historical2023.03 | 63.67 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 63.67 | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 63.67 | |
| CAWNNegative Sampling Strategy=inductive2023.03 | 63.65 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 63.65 | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | 63.65 | |
| TGATNegative Sampling Strategy=historical2023.03 | 63.47 | |
| TGATNegative Sampling Strategy=historical2026.03 | 63.47 | |
| TGATNegative Sampling Strategy=Historical2026.05 | 63.47 | |
| TGATNegative Sampling Strategy=inductive2023.03 | 63.4 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 63.4 | |
| TGATNegative Sampling Strategy=Inductive2026.05 | 63.4 | |
| JODIENegative Sampling Strategy=historical2023.03 | 62.34 | |
| JODIENegative Sampling Strategy=historical2026.03 | 62.34 | |
| JODIENegative Sampling Strategy=inductive2023.03 | 62.32 |