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Graph Classification on MUTAG (test)

98.42Accuracy

GraphTCL

Updated 4d ago

Evaluation Results

Method
GraphTCL 2025.12	98.42	-	-	-	-	-
PGOT1 2025.12	95.79	-	-	-	-	-
PXGL-GNN 2025.12	94.87	-	-	-	-	-
OT-GNN 2025.12	94.74	-	-	-	-	-
LiSA 2023.03	93.7	-	-	-	-	-
TFGW 2025.12	93.68	-	-	-	-	-
SAGNN 2025.12	93.24	-	-	-	-	-
GIN 2025.12	93.13	-	-	-	-	-
CW Networks 2025.12	92.7	-	-	-	-	-
SAN 2025.12	92.65	-	-	-	-	-
PATCHYSAN 2018.10	92.6	-	-	-	-	-
PACHYSAN 2019.11	92.6	-	-	-	-	-
PATCHY-SAN 2025.12	92.6	-	-	-	-	-
LGAN 2025.12	92.5	-	-	-	-	-
FGSD 2019.04	92.1	-	-	-	-	-
LGAN-res 2025.12	92	-	-	-	-	-
Attention 2023.03	91.7	-	-	-	-	-
GIN+GraphNorm 2020.09	91.6	-	-	-	-	-
ICL 2025.12	91.34	-	-	-	-	-
TopKPool 2023.03	91.3	-	-	-	-	-
GPRGNN 2025.12	91.05	-	-	-	-	-
IRM 2023.03	91	-	-	-	-	-
SpecMatch-CL 2025.11	90.87	-	-	-	-	-
GFN 2019.05	90.84	-	-	-	-	-
PPGN 2025.12	90.6	-	-	-	-	-
CuCo 2025.11	90.55	-	-	-	-	-
GIN+INSTANCENORM 2020.09	90.5	-	-	-	-	-
F-GIN 2021.06	90.41	-	-	-	-	-
WL SUBTREE 2020.09	90.4	-	-	-	-	-
WL subtree 2018.10	90.4	-	-	-	-	-
RetGK 2019.04	90.3	-	-	-	-	-
RetGK 2019.05	90.3	-	-	-	-	-
ERM 2023.03	90.3	-	-	-	-	-
RetGK 2019.05	90.1	-	-	-	-	-
TopoGCL 2025.12	90.09	-	-	-	-	-
SUM-1-LAYER 2018.10	90	-	-	-	-	-
GIN 2019.04	90	-	-	-	-	-
GNTK 2019.05	90	-	-	-	-	-
V-Rex 2023.03	90	-	-	-	-	-
GFN-light 2019.05	89.89	-	-	-	-	-
AD-GCL-OPT 2021.06	89.7	-	-	-	-	-
MSSGCL 2025.11	89.68	-	-	-	-	-
DIR 2023.03	89.5	-	-	-	-	-
GIN+BATCHNORM 2020.09	89.4	-	-	-	-	-
SUM-MLP (GIN-0) 2018.10	89.4	-	-	-	-	-
GIN 2019.11	89.4	-	-	-	-	-
GIN 2019.05	89.4	-	-	-	-	-
GIN 2025.12	89.4	-	-	-	-	-
S2GAE 2025.12	89.27	-	-	-	-	-
AD-GCL-FIX 2021.06	89.25	-	-	-	-	-
NAD-GCL-OPT 2021.06	89.05	-	-	-	-	-
InfoGraph 2025.11	89.01	-	-	-	-	-
SimGRACE 2025.11	89.01	-	-	-	-	-
SUM-MLP (GIN-ε) 2018.10	89	-	-	-	-	-
PSCN 2019.04	89	-	-	-	-	-
COMPGCN 2019.11	89	-	-	-	-	-
PSCN 2019.05	88.95	-	-	-	-	-
GIB 2023.03	88.7	-	-	-	-	-
NAD-GCL-FIX 2021.06	88.58	-	-	-	-	-
WKPI-kC 2019.04	88.3	-	-	-	-	-
GraphCL 2021.06	88.29	-	-	-	-	-
AWL 2020.09	87.9	-	-	-	-	-
AWL 2018.10	87.9	-	-	-	-	-
GCN 2025.12	87.89	-	-	-	-	-
AWE 2019.05	87.87	-	-	-	-	-
InfoGraph 2021.06	87.71	-	-	-	-	-
JOAO V2 2025.11	87.67	-	-	-	-	-
RU-GIN 2021.06	87.61	-	-	-	-	-
SubGNN 2025.12	87.52	-	-	-	-	-
DIFFPOOL 2025.12	87.5	-	-	-	-	-
DGK 2019.05	87.44	-	-	-	-	-
DGK 2025.11	87.44	-	-	-	-	-
DGK 2019.04	87.4	-	-	-	-	-
GAT 2025.12	87.37	-	-	-	-	-
APPNP 2025.12	87.37	-	-	-	-	-
JOAO 2025.11	87.35	-	-	-	-	-
GCN 2019.05	87.2	-	-	-	-	-
att-Pooling-NLSFs 2024.06	86.89	-	-	-	-	-
GraphCL 2025.11	86.8	-	-	-	-	-
DiffPool 2025.12	86.72	-	-	-	-	-
CapsGNN 2019.05	86.67	-	-	-	-	-
GRAPHSAGE 2025.12	86.35	-	-	-	-	-
1-2-3 GNN 2025.12	86.1	-	-	-	-	-
DGCNN 2019.05	85.83	-	-	-	-	-
DGCNN 2020.09	85.8	-	-	-	-	-
DGCNN 2018.10	85.8	-	-	-	-	-
WKPI-KM 2019.04	85.8	-	-	-	-	-
DGCNN 2019.11	85.8	-	-	-	-	-
DGCNN 2019.11	85.8	-	-	-	-	-
DGCNN 2025.12	85.8	-	-	-	-	-
DropGIN 2025.12	85.79	-	-	-	-	-
ChebyNet 2025.12	85.79	-	-	-	-	-
MEAN-1-LAYER (GCN) 2018.10	85.6	-	-	-	-	-
WL-Kernel 2025.12	85.26	-	-	-	-	-
P-WL-UC 2019.04	85.2	-	-	-	-	-
CCMamba 2026.01	85.11	-	-	-	-	-
MAX-1-LAYER (GraphSAGE) 2018.10	85.1	-	-	-	-	-
GIN 2025.12	84.53	-	-	-	-	-
WL-OA 2019.04	84.5	-	-	-	-	-
APPNP 2024.06	84.45	-	-	-	-	-

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