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ResearchFormerly WizWand

Graph property prediction on ogbg-molhiv (test)

84.9ROC-AUCPAS-LLMCORR
48.988858.311967.63576.9581Jun 22, 2020May 16, 2021Apr 10, 2022Mar 4, 2023Jan 27, 2024Dec 20, 2024Nov 14, 2025
Updated 4mo ago

Evaluation results

MethodLinks
PAS-LLMCORRFramework=LLMCORR2024.0284.9
HIG-LLMCORRFramework=LLMCORR2024.0284.47
PASFramework=Base Model2024.0284.02
HIGFramework=Base Model2024.0283.93
CIN# Params=~100k2023.1080.94
Morgan Finger Prints + Random Forest#param.=230K, additional molecular features=true2021.0680.6
CWN2025.1180.55
Graphormer-FLAG#param.=47.0M, additional molecular features=false2021.0680.51
GROVERLARGE#param.=107.7M, additional molecular features=true2021.0680.32
PF-GNN2023.1080.15
SUN# Params=526k2023.1080.03
Nested GINVirtual node=true, Ensemble=true2021.1079.86
DGNVirtual node=false2021.1079.7
DGN# PARAMS=114K2021.0379.7
GNNAK+# Params=~500k2023.1079.61
SSWL+# Params=387k2023.1079.58
DEEPERGCN+FLAG# PARAMS=531K, Virtual-node=true2021.0379.42
DeeperGCN + FLAGBackbone=DeeperGCN, Virtual Nodes=false2020.1079.42
PHC-GNNVirtual node=false2021.1079.34
PHC-GNN# PARAMS=111K2021.0379.34
GROVER#param.=48.8M, additional molecular features=true2021.0679.33
HIMPVirtual node=false2021.1079.05
PNAVirtual node=false2021.1079.05
PNA# PARAMS=326K2021.0379.05
PNA2023.1079.05
PNA2025.1179.05
Hierarchical Inter-Message Passing2020.0678.8
DeeperGCNVirtual node=true2021.1078.8
GSN2023.1078.8
I2GNN2023.1078.68
DEEPERGCN# PARAMS=532K2021.0378.58
DeeperGCNBackbone=DeeperGCN, Virtual Nodes=false2020.1078.58
SINC-GCN2025.1178.5
Nested GINVirtual node=true2021.1078.34
NGNN# Params=~500k2023.1078.34
MAG-GNN-PRE# Params=496k2023.1078.3
GIN-LLMCORRFramework=LLMCORR2024.0278.22
EGC-M2025.1178.18
GATEDGCN-E2020.0677.65
SIR-GCN2025.1177.63
GIN+FLAG# PARAMS=3,336K, Virtual-node=true2021.0377.48
GIN-Virtual + FLAGBackbone=GIN, Virtual Nodes=true2020.1077.48
EGC-S2025.1177.44
Deep LRPVirtual node=false2021.1077.19
GATv22025.1177.15
MAG-GNN# Params=496k2023.1077.12
GINVirtual node=true2021.1077.07
GIN# PARAMS=3,336K, Virtual-node=true2021.0377.07
GIN-VirtualBackbone=GIN, Virtual Nodes=true2020.1077.07
GIN2023.1077.07
TAPE-LLMCORRFramework=LLMCORR2024.0276.93
GCN + FLAGBackbone=GCN, Virtual Nodes=false2020.1076.83
RNM# Params=453k2023.1076.79
GIN + FLAGBackbone=GIN, Virtual Nodes=false2020.1076.54
GCN2025.1176.14
GCN-E2020.0676.07
GCN# PARAMS=537K2021.0376.06
GCNBackbone=GCN, Virtual Nodes=false2020.1076.06
GIN2025.1176.02
GINFramework=Base Model2024.0276.01
GCNVirtual node=true2021.1075.99
GCN-VirtualBackbone=GCN, Virtual Nodes=true2020.1075.99
GraphSAGE2025.1175.97
GIN-E2020.0675.58
GINBackbone=GIN, Virtual Nodes=false2020.1075.58
GCN-Virtual + FLAGBackbone=GCN, Virtual Nodes=true2020.1075.45
GCN-LLMCORRFramework=LLMCORR2024.0275.29
TAPEFramework=Base Model2024.0275.14
GCNFramework=Base Model2024.0273.76
LM-LLMCORRFramework=LLMCORR2024.0261.54
LMFramework=Base Model2024.0250.37