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ResearchFormerly WizWand

Node Classification on OGBN-Products

89.4AccuracyFIT-GNN
42.80854.9046779.096Oct 27, 2020Oct 2, 2021Sep 7, 2022Aug 13, 2023Jul 18, 2024Jun 23, 2025May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FIT-GNNCoarsening Ratio=0.5, Coarsening Algorithm=variation_neighborhoods, Training/Validation Split=0.038% training, 0.057% validation2024.1089.4
FullTraining/Validation Split=8% training, 2% validation2024.1087.3
FDiff-scaleBase Model=MLP2020.1084.55
FDiff-scaleBase Model=MLP2020.1084.18
FDiff-scaleBase Model=Linear2020.1083.27
RNSRuntime (s)=11m30s, GPU (GB)=20.35, RAM (GB)=1.932026.0583.11
FDiff-scaleBase Model=Linear2020.1083.01
FDiff-scaleBase Model=Plain Linear2020.1082.89
SAINTRuntime (s)=1h37m30s, GPU (GB)=19.79, RAM (GB)=4.322026.0582.71
SOTA2020.1082.56
SOTA2020.1082.56
FDiff-scaleBase Model=Plain Linear2020.1082.54
ClusterGCNRuntime (s)=55m50s, GPU (GB)=19.89, RAM (GB)=11.552026.0581.51
AutoscaleBase Model=Linear2020.1080.56
Neighborhood samplingRuntime (s)=3h32m43s, GPU (GB)=24.59, RAM (GB)=10.512026.0580.56
AutoscaleBase Model=Plain Linear2020.1080.55
FullRuntime (s)=45m50s, GPU (GB)=62.06, RAM (GB)=1.582026.0580.42
AutoscaleBase Model=Linear2020.1080.25
AutoscaleBase Model=Plain Linear2020.1080.24
fCWN2026.0580.1
AutoscaleBase Model=MLP2020.1079.29
TAPE2026.0479.23
DuConTE2026.0478.8
AutoscaleBase Model=MLP2020.1078.6
SAGEConv2026.0578.5
LADIESRuntime (s)=4h28m40s, GPU (GB)=40.90, RAM (GB)=3.092026.0578.33
HGNN2026.0578.3
GraphBridge2026.0477.92
ENGINE2026.0477.68
sCWNc2026.0576.6
BERT2026.0476.45
SimTeG2026.0476.43
GIN2026.0576.4
GCN2026.0576.3
RoBERTa-large2026.0476.24
SGC2026.0576.1
GLEM2026.0476.04
RoBERTa-base2026.0476.03
Plain GCN2020.1075.64
Sentence-BERT2026.0474.98
LP2020.1074.76
COMBA2026.0273.5
GCNAggregation=SSMA2024.0972.3
Cluster-GCN2026.0271.7
GraphSAGE2026.0470.56
SGCBase Model=Plain Linear2020.1068.83
GraphFormers2026.0468.09
GraphGPSAggregation=SSMA2024.0967.62
NodeFormer2026.0467.37
GATAggregation=SSMA2024.0967.3
GINAggregation=SSMA2024.0967
GATv2Aggregation=SSMA2024.0966.4
RAG-GFMSetting=LODO (domain), m-shot=52026.0164.2
PNAAggregation=SSMA2024.0963.9
GCNAggregation=Sum, Reproduced=true2024.0963.8
Base PredictionBase Model=MLP2020.1063.41
GraphCLIPSetting=LODO (domain), m-shot=52026.0162.6
UniGraphSetting=LODO (domain), m-shot=52026.0161
GATAggregation=Sum, Reproduced=true2024.0960.6
ZeroGSetting=LODO (domain), m-shot=52026.0159.9
GATv2Aggregation=Sum, Reproduced=true2024.0956.7
MDGPTSetting=LODO (domain), m-shot=52026.0156.6
SAMGPTSetting=LODO (domain), m-shot=52026.0156.2
RAG-GFMSetting=LODO (domain), m-shot=12026.0155.4
OFASetting=LODO (domain), m-shot=52026.0155.3
GINAggregation=Sum, Reproduced=true2024.0954.8
MDGFMSetting=LODO (domain), m-shot=52026.0154.7
UniGraphSetting=LODO (domain), m-shot=12026.0153.8
GraphCLIPSetting=LODO (domain), m-shot=12026.0153.4
ZeroGSetting=LODO (domain), m-shot=12026.0153.2
GCOPESetting=LODO (domain), m-shot=52026.0151.4
GraphCLSetting=LODO (domain), m-shot=52026.0150.5
DGISetting=LODO (domain), m-shot=52026.0150.1
Base PredictionBase Model=Linear2020.1050.05
SAMGPTSetting=LODO (domain), m-shot=12026.0149.8
MDGPTSetting=LODO (domain), m-shot=12026.0149.1
OFASetting=LODO (domain), m-shot=12026.0149.1
GraphGPSAggregation=Sum, Reproduced=true2024.0948.89
MDGFMSetting=LODO (domain), m-shot=12026.0148.5
GCNSetting=LODO (domain), m-shot=52026.0148.1
GATSetting=LODO (domain), m-shot=52026.0148.1
Base PredictionBase Model=Plain Linear2020.1047.73
GCOPESetting=LODO (domain), m-shot=12026.0147.7
GraphCLSetting=LODO (domain), m-shot=12026.0146.1
DGISetting=LODO (domain), m-shot=12026.0146
PNAAggregation=Sum, Reproduced=true2024.0945.6
GCNSetting=LODO (domain), m-shot=12026.0144.7
GATSetting=LODO (domain), m-shot=12026.0144.6