Graph property prediction on ogbg-molhiv (test)
84.9ROC-AUCPAS-LLMCORR
Evaluation Results
| Method | Links | |
|---|---|---|
| PAS-LLMCORRFramework=LLMCORR2024.02 | 84.9 | |
| HIG-LLMCORRFramework=LLMCORR2024.02 | 84.47 | |
| PASFramework=Base Model2024.02 | 84.02 | |
| HIGFramework=Base Model2024.02 | 83.93 | |
| CIN# Params=~100k2023.10 | 80.94 | |
| Morgan Finger Prints + Random Forest#param.=230K, additional molecular features=true2021.06 | 80.6 | |
| CWN2025.11 | 80.55 | |
| Graphormer-FLAG#param.=47.0M, additional molecular features=false2021.06 | 80.51 | |
| GROVERLARGE#param.=107.7M, additional molecular features=true2021.06 | 80.32 | |
| PF-GNN2023.10 | 80.15 | |
| SUN# Params=526k2023.10 | 80.03 | |
| Nested GINVirtual node=true, Ensemble=true2021.10 | 79.86 | |
| DGNVirtual node=false2021.10 | 79.7 | |
| DGN# PARAMS=114K2021.03 | 79.7 | |
| GNNAK+# Params=~500k2023.10 | 79.61 | |
| SSWL+# Params=387k2023.10 | 79.58 | |
| DEEPERGCN+FLAG# PARAMS=531K, Virtual-node=true2021.03 | 79.42 | |
| DeeperGCN + FLAGBackbone=DeeperGCN, Virtual Nodes=false2020.10 | 79.42 | |
| PHC-GNNVirtual node=false2021.10 | 79.34 | |
| PHC-GNN# PARAMS=111K2021.03 | 79.34 | |
| GROVER#param.=48.8M, additional molecular features=true2021.06 | 79.33 | |
| HIMPVirtual node=false2021.10 | 79.05 | |
| PNAVirtual node=false2021.10 | 79.05 | |
| PNA# PARAMS=326K2021.03 | 79.05 | |
| PNA2023.10 | 79.05 | |
| PNA2025.11 | 79.05 | |
| Hierarchical Inter-Message Passing2020.06 | 78.8 | |
| DeeperGCNVirtual node=true2021.10 | 78.8 | |
| GSN2023.10 | 78.8 | |
| I2GNN2023.10 | 78.68 | |
| DEEPERGCN# PARAMS=532K2021.03 | 78.58 | |
| DeeperGCNBackbone=DeeperGCN, Virtual Nodes=false2020.10 | 78.58 | |
| SINC-GCN2025.11 | 78.5 | |
| Nested GINVirtual node=true2021.10 | 78.34 | |
| NGNN# Params=~500k2023.10 | 78.34 | |
| MAG-GNN-PRE# Params=496k2023.10 | 78.3 | |
| GIN-LLMCORRFramework=LLMCORR2024.02 | 78.22 | |
| EGC-M2025.11 | 78.18 | |
| GATEDGCN-E2020.06 | 77.65 | |
| SIR-GCN2025.11 | 77.63 | |
| GIN+FLAG# PARAMS=3,336K, Virtual-node=true2021.03 | 77.48 | |
| GIN-Virtual + FLAGBackbone=GIN, Virtual Nodes=true2020.10 | 77.48 | |
| EGC-S2025.11 | 77.44 | |
| Deep LRPVirtual node=false2021.10 | 77.19 | |
| GATv22025.11 | 77.15 | |
| MAG-GNN# Params=496k2023.10 | 77.12 | |
| GINVirtual node=true2021.10 | 77.07 | |
| GIN# PARAMS=3,336K, Virtual-node=true2021.03 | 77.07 | |
| GIN-VirtualBackbone=GIN, Virtual Nodes=true2020.10 | 77.07 | |
| GIN2023.10 | 77.07 | |
| TAPE-LLMCORRFramework=LLMCORR2024.02 | 76.93 | |
| GCN + FLAGBackbone=GCN, Virtual Nodes=false2020.10 | 76.83 | |
| RNM# Params=453k2023.10 | 76.79 | |
| GIN + FLAGBackbone=GIN, Virtual Nodes=false2020.10 | 76.54 | |
| GCN2025.11 | 76.14 | |
| GCN-E2020.06 | 76.07 | |
| GCN# PARAMS=537K2021.03 | 76.06 | |
| GCNBackbone=GCN, Virtual Nodes=false2020.10 | 76.06 | |
| GIN2025.11 | 76.02 | |
| GINFramework=Base Model2024.02 | 76.01 | |
| GCNVirtual node=true2021.10 | 75.99 | |
| GCN-VirtualBackbone=GCN, Virtual Nodes=true2020.10 | 75.99 | |
| GraphSAGE2025.11 | 75.97 | |
| GIN-E2020.06 | 75.58 | |
| GINBackbone=GIN, Virtual Nodes=false2020.10 | 75.58 | |
| GCN-Virtual + FLAGBackbone=GCN, Virtual Nodes=true2020.10 | 75.45 | |
| GCN-LLMCORRFramework=LLMCORR2024.02 | 75.29 | |
| TAPEFramework=Base Model2024.02 | 75.14 | |
| GCNFramework=Base Model2024.02 | 73.76 | |
| LM-LLMCORRFramework=LLMCORR2024.02 | 61.54 | |
| LMFramework=Base Model2024.02 | 50.37 |