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Graph Classification on PROTEINS

85.4Accuracy

IPR-MPNN

Updated 4d ago

Evaluation Results

Method
IPR-MPNN 2024.05	85.4	-	-	-	-	-
ESA 2024.02	82.7	-	-	-	-	-
AutoGEL 2021.12	82.68	-	-	-	-	-
FIT-GNN 2024.10	82.6	-	-	-	-	-
FIT-GNN 2024.10	82.6	-	-	-	-	-
PR-MPNN 2024.05	80.7	-	-	-	-	-
CIN++ 2023.06	80.5	-	-	-	-	-
CIN++ 2024.05	80.5	-	-	-	-	-
StructPool 2021.07	80.36	-	-	-	-	-
UGT 2023.08	80.12	-	-	-	-	-
Space Optimum 2025.07	79.73	-	-	-	-	-
DesiGNN 2025.07	79.73	-	-	-	-	-
M-DESIGN 2025.07	79.73	-	-	-	-	-
δ-2-LWL+ 2019.04	79.3	-	-	-	-	-
MGNNI 2022.10	79.2	-	2.9	-	-	-
GraphCroc 2024.10	79.09	-	-	-	-	-
(s)GIN-0 2019.05	78.97	-	-	-	-	-
STDN 2025.12	78.93	-	-	-	-	-
STDN 2025.12	78.93	-	2.07	-	-	-
RL 2025.07	78.92	-	-	-	-	-
QRBF 2025.11	78.85	-	-	-	-	75.9
GraphNAS 2025.07	78.83	-	-	-	-	-
EA 2025.07	78.67	-	-	-	-	-
hGANet 2019.07	78.65	-	-	-	-	-
UGformer 2019.09	78.53	-	-	-	-	-
Random 2025.07	78.53	-	-	-	-	-
(s)GCN 2019.05	78.49	-	-	-	-	-
AutoTransfer 2025.07	78.38	-	-	-	-	-
FIT-GNN 2024.10	78.3	-	-	-	-	-
FIT-GNN 2024.10	78.3	-	-	-	-	-
FIT-GNN 2024.10	78.3	-	-	-	-	-
cGANet 2019.07	78.23	-	-	-	-	-
(s)MGCN 2019.05	78.23	-	-	-	-	-
PXGL-GNN 2025.12	78.23	-	-	-	-	-
CAN 2023.06	78.2	-	-	-	-	-
CAN 2024.05	78.2	-	-	-	-	-
DiffPool 2023.05	78.1	-	-	-	-	-
HVG+-GIN 2025.12	78.1	-	-	-	-	-
(s)MGCNK 2019.05	78.04	-	-	-	-	-
(s)GCN 2019.05	77.99	-	-	-	-	-
AIA 2022.11	77.92	-	-	-	-	-
WWL 2019.06	77.91	-	-	-	-	-
GIN + DIGRAF 2024.07	77.9	-	-	-	-	-
IGNN 2022.10	77.7	-	3.4	-	-	-
GATv2 2024.02	77.7	-	-	-	-	-
PNA 2024.02	77.7	-	-	-	-	-
Auto-GNN 2025.07	77.69	-	-	-	-	-
g-U-Nets 2019.05	77.68	-	-	-	-	-
GIC 2018.11	77.65	-	-	-	-	-
NAS-Bench-Graph 2025.07	77.63	-	-	-	-	-
TTG-NN 2025.12	77.62	-	3.92	-	-	-
(s)GIN-epsilon 2019.05	77.61	-	-	-	-	-
PGIBcont 2023.10	77.5	-	-	-	-	-
Full 2024.10	77.4	-	-	-	-	-
GT 2023.08	77.25	-	-	-	-	-
PPGN 2019.09	77.2	-	-	-	-	-
PPGNN 2023.05	77.2	-	-	-	-	-
PPGNS 2023.06	77.2	-	-	-	-	-
GIN + DIGRAF (W/O ADAP.) 2024.07	77.2	-	-	-	-	-
PPGNS 2024.05	77.2	-	-	-	-	-
HVG-GIN 2025.12	77.2	-	-	-	-	-
FGWMixup 2023.06	77.18	-	-	-	-	-
PGIB 2023.10	77.14	-	-	-	-	-
GraphMAE2 + CORE 2025.12	77.1	-	-	-	-	-
SEG-BERT 2020.02	77.09	-	-	-	-	-
SEG-BERT* 2020.02	77.09	-	-	-	-	-
CIN 2023.06	77	-	-	-	-	-
CIN 2024.05	77	-	-	-	-	-
CAL 2022.11	76.92	-	-	-	-	-
FLAG 2022.11	76.89	-	-	-	-	-
FGWMixup 2023.06	76.82	-	-	-	-	-
GAT-GC 2019.07	76.81	-	-	-	-	-
FDGNN 2022.10	76.8	-	2.9	-	-	-
GIN + Maxout 2024.07	76.8	-	-	-	-	-
GIN + GRELU 2024.07	76.8	-	-	-	-	-
DropGIN 2024.02	76.8	-	-	-	-	-
GAT 2024.02	76.8	-	-	-	-	-
GPS 2024.02	76.8	-	-	-	-	-
M-Mixup 2022.11	76.76	-	-	-	-	-
GIN + PReLU 2024.07	76.7	-	-	-	-	-
CONG+ 2025.12	76.7	-	-	-	-	-
IGN 2023.06	76.6	-	-	-	-	-
GSN 2023.06	76.6	-	-	-	-	-
GIN + GeLU 2024.07	76.6	-	-	-	-	-
IGN 2024.05	76.6	-	-	-	-	-
GSN 2024.05	76.6	-	-	-	-	-
IGN 2023.05	76.58	-	-	-	-	-
MinCutPool 2025.12	76.52	-	2.58	-	-	-
Multigraph ChebNet 2018.11	76.5	-	-	-	-	-
CORE-WL-VH 2024.06	76.5	-	-	-	-	-
CORE-SP 2024.06	76.5	-	-	-	-	-
SIN 2025.12	76.5	-	3.4	-	-	-
Cluster-GT 2024.10	76.48	-	-	-	-	-
S2GAE 2025.12	76.47	-	-	-	-	-
GFN 2019.09	76.46	-	-	-	-	-
FGWMixup* 2023.06	76.46	-	-	-	-	-
SHORTEST-PATH 2018.06	76.43	-	-	-	-	-
SEP-G 2024.10	76.42	-	-	-	-	-
WL-OA 2016.06	76.4	-	-	-	-	-
GCAPS-CNN 2018.05	76.4	-	-	-	-	-

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