Node Classification on ogbn-papers100M
69.67AccuracyGAMLP+RLU
Evaluation Results
| Method | Links | |
|---|---|---|
| GAMLP+RLUInput Features=GIANT-XRT2021.10 | 69.67 | |
| GAMLPInput Features=GIANT-XRT2021.10 | 69.16 | |
| GAMLP+RLUInput Features=OGB-feat2021.10 | 68.25 | |
| GAMLPInput Features=OGB-feat2021.10 | 67.71 | |
| FilterMoE2026.06 | 67.57 | |
| ChebNetIIpre-propagation=performed once (no per-epoch message passing)2026.06 | 67.18 | |
| GAMLP+RLUInput Features=BERT*2021.10 | 67.15 | |
| NFGNNscalable=true2022.12 | 67.11 | |
| HOGA2026.06 | 66.86 | |
| GAMLP2026.06 | 66.45 | |
| GAMLPInput Features=BERT*2021.10 | 66.25 | |
| SGCInput Features=GIANT-XRT2021.10 | 66.1 | |
| SIGN2026.06 | 66.06 | |
| GOAT + HDSE2023.08 | 66.04 | |
| SGFormer2023.08 | 66.01 | |
| GPRGNN2026.06 | 65.89 | |
| GraphSAGE2026.06 | 65.79 | |
| GPRGNNscalable=true2022.12 | 65.76 | |
| BernNetscalable=true2022.12 | 65.12 | |
| SIGN2023.08 | 65.11 | |
| GOAT2023.08 | 65.05 | |
| Gapformer2023.08 | 64.73 | |
| NodeFormer2023.08 | 64.18 | |
| GAT2023.08 | 63.47 | |
| SGCInput Features=OGB-feat2021.10 | 63.29 | |
| SGC2023.08 | 63.29 | |
| GCN2026.06 | 63.29 | |
| GCN2023.08 | 62.04 | |
| SGCInput Features=BERT*2021.10 | 61.69 | |
| MLPInput Features=GIANT-XRT2021.10 | 61.1 | |
| LINKX2026.06 | 56.23 | |
| MLPInput Features=OGB-feat2021.10 | 47.24 | |
| MLPInput Features=BERT*2021.10 | 47.24 |