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Graph Classification on IMDB-B

86.8Accuracy

ESA

Updated 23d ago

Evaluation Results

Method	Links
ESA 2024.02		86.8
GAT 2024.02		84.2
AutoGEL 2021.12		81.2
DropGIN 2024.02		80.4
GCN 2024.02		80.2
TokenGT 2024.02		80.2
GATv2 2024.02		80
GPS 2024.02		79.4
GraphCroc 2024.10		78.75
ProtGNN 2026.05		78.3
ProtGNN 2026.05		78.3
PNA 2024.02		78
Graphormer 2024.02		78
(s)GIN-0 2019.05		77.94
GraphGPS 2026.07		77.4
PXGL-GNN 2025.12		77.35
SEG-BERT* 2020.02		77.2
UGformer 2019.09		77.04
UGT 2023.11		77.04
UGT 2023.11		77.04
Trans. with X-LogSMask 2026.07		77
GNTK 2019.05		76.9
GIC 2018.11		76.7
GraphMAE2 + CORE 2025.12		76.7
GraphCroc 2024.10		76.69
GIN 2024.02		76.6
RADE-OFS 2026.05		76.6
DDM 2023.06		76.4
CTQWformer 2026.05		76.4
RADE-OF 2026.05		76.3
δ-3-LWL+ 2019.04		76.2
GraphMAE2 2025.12		76.2
DropNode 2026.05		76.2
RADE-OF 2026.05		76.2
RADE-OFS 2026.05		76.2
(s)GCN 2019.05		76.1
GraphMAE + CORE 2025.12		76.1
DropNode 2026.05		76.1
Trans. with X-LogSMask 2026.07		76
SAT 2026.07		75.9
GCMAE 2025.12		75.8
Dropout 2026.05		75.8
S2GAE 2025.12		75.77
S2GAE 2024.10		75.76
S2GAE 2023.09		75.76
δ-2-LWL+ 2019.04		75.7
GCN 2026.05		75.7
DropEdge 2026.05		75.7
PDF 2023.05		75.6
AUG-MAE 2025.12		75.6
GraphMAE 2023.06		75.52
GraphMAE 2024.10		75.52
StructMAE 2024.10		75.52
GraphMAE 2023.09		75.52
GraphMAE 2024.05		75.5
GraphMAE 2025.12		75.5
DropMessage 2026.05		75.5
SEG-BERT 2020.02		75.4
DropMessage 2026.05		75.4
SAN 2025.12		75.27
(s)GIN-epsilon 2019.05		75.19
GIN 2019.04		75.1
WKPI-KC 2019.04		75.1
GIN-0 2019.05		75.1
GIN 2019.05		75.1
GIN-0 2021.10		75.1
InfoGCL 2021.10		75.1
GIN 2021.12		75.1
GIN-0 2019.09		75.1
GIN 2023.05		75.1
GIN 2023.06		75.1
InfoGCL 2024.10		75.1
GIN 2025.12		75.1
InfoGCL 2025.12		75.1
GIN 2026.07		75.1
CDL 2024.11		74.9
CDL 2024.11		74.9
GCN2 2023.05		74.8
StructPool 2021.07		74.7
SEG-BERT 2020.02		74.7
GAT 2026.07		74.7
CDL 2024.11		74.6
DropEdge 2026.05		74.6
SAGNN 2025.12		74.53
LTP 2023.05		74.5
GLIA 2024.11		74.5
GraphTrans 2026.07		74.5
AWE 2018.05		74.45
AWE 2020.02		74.45
AWE 2019.05		74.45
AWE 2023.05		74.45
WWL 2019.06		74.37
GIN-epsilon 2019.05		74.3
GIN-e 2021.10		74.3
GLIA 2024.11		74.3
DropMessage 2026.05		74.3
Dropout 2026.05		74.3
GCN 2026.07		74.3
AIA 2022.11		74.23
mvgrl 2021.10		74.2

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