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Node Classification on Reddit (test)

97.21Accuracy

Deeper-GXX

Updated 1d ago

Evaluation Results

Method
Deeper-GXX 2021.10	97.21	-	-	-	-	-	-	-
BNS-GCN 2022.03	97.17	-	-	-	-	-	-	-
BNS-GCN 2022.03	97.16	-	-	-	-	-	-	-
BNS-GCN 2022.03	97.15	-	-	-	-	-	-	-
BNS-GCN 2023.08	97.14	-	-	-	-	-	-	-
CoFree-GNN+DropEdge-K 2023.08	97.14	-	-	-	-	-	-	-
PipeGCN 2023.08	97.12	-	-	-	-	-	-	-
BNS-GCN 2023.08	97.12	-	-	-	-	-	-	-
CoFree-GNN 2023.08	97.12	-	-	-	-	-	-	-
BNS-GCN 2022.03	97.11	-	-	-	-	-	-	-
BNS-GCN 2022.03	97.11	-	-	-	-	-	-	-
BNS-GCN 2022.03	97.11	-	-	-	-	-	-	-
CoFree-GNN+DropEdge-K 2023.08	97.11	-	-	-	-	-	-	-
CoFree-GNN 2023.08	97.1	-	-	-	-	-	-	-
BNS-GCN 2022.03	97.09	-	-	-	-	-	-	-
PipeGCN 2023.08	97.04	-	-	-	-	-	-	-
BNS-GCN 2022.03	97.03	-	-	-	-	-	-	-
BNS-GCN 2022.03	96.99	-	-	-	-	-	-	-
BNS-GCN 2022.03	96.94	-	-	-	-	-	-	-
Deeper-GXX-S 2021.10	96.93	-	-	-	-	-	-	-
BNS-GCN 2022.03	96.88	-	-	-	-	-	-	-
BNS-GCN 2022.03	96.84	-	-	-	-	-	-	-
SIGN 2022.02	96.8	-	-	-	-	-	-	-
GraphSAINT 2023.08	96.63	-	-	-	-	-	-	-
ClusterGCN 2022.03	96.6	-	-	-	-	-	-	-
GraphSAINT 2022.03	96.6	-	-	-	-	-	-	-
DistDGL 2023.08	96.51	-	-	-	-	-	-	-
GAT-NS 2021.11	96.45	-	-	-	-	-	-	-
AS-GCN 2022.03	96.3	-	-	-	-	-	-	-
VR-GCN 2022.03	96.3	-	-	-	-	-	-	-
ScaleGNN 2026.04	96.3	-	-	-	-	-	-	-
DistDGL 2023.08	96.28	-	-	-	-	-	-	-
Adapt 2018.09	96.27	-	-	-	-	-	-	-
PCAPass 2022.02	96.26	-	-	-	-	-	-	-
GraphSage 2021.11	96.21	-	-	-	-	-	-	-
GraphSAINT (node) 2026.04	96.2	-	-	-	-	-	-	-
GraphSage 2021.11	96.19	-	-	-	-	-	-	-
NS-SAGE 2021.10	96.15	-	-	-	-	-	-	-
GAT-NS 2021.11	96.12	-	-	-	-	-	-	-
Cluster-GCN 2023.08	95.92	-	-	-	-	-	-	-
GraphSAINT-RW 2021.10	95.81	-	-	-	-	-	-	-
DGC 2021.02	95.8	-	-	-	-	-	-	-
Full 2018.09	95.68	-	-	-	-	-	-	-
GAT-FLAG 2021.11	95.68	-	-	-	-	-	-	-
GraphSAGE 2023.08	95.67	-	-	-	-	-	-	-
GraphSAGE-LSTM 2021.02	95.4	-	-	-	-	-	-	-
GraphSAGE 2022.02	95.4	-	-	-	-	-	-	-
GraphSAGE 2022.03	95.4	-	-	-	-	-	-	-
GraphSAGE 2026.04	95.4	-	-	-	-	-	-	-
GraphSage-Cluster 2021.11	95.34	-	-	-	-	-	-	-
GraphSage-Cluster 2021.11	95.27	-	-	-	-	-	-	-
GAT-FLAG 2021.11	95.27	-	-	-	-	-	-	-
Adapt 2018.09	95.01	-	-	-	-	-	-	-
GraphSAGE-mean 2021.02	95	-	-	-	-	-	-	-
APPNP 2021.02	95	-	-	-	-	-	-	-
SGC 2021.02	94.9	-	-	-	-	-	-	-
Cluster-GCN 2021.10	94.56	-	-	-	-	-	-	-
Node-Wise 2018.09	94.49	-	-	-	-	-	-	-
VQ-GNN 2021.10	94.49	-	-	-	-	-	-	-
DFA-GNN 2024.06	94.49	-	-	-	-	-	-	-
VQ-GNN 2021.10	94.38	-	-	-	-	-	-	-
SF 2024.06	94.38	-	-	-	-	-	-	-
BP 2024.06	94.34	-	-	-	-	-	-	-
GraphSAGE 2018.09	94.32	-	-	-	-	-	-	-
GraphSAINT-RW 2021.10	94.31	-	-	-	-	-	-	-
LADIES 2022.03	94.3	-	-	-	-	-	-	-
NS-SAGE 2021.10	94.26	-	-	-	-	-	-	-
VQ-GNN 2021.10	93.99	-	-	-	-	-	-	-
DDFI 2025.12	93.95	-	-	-	-	-	-	-
Whole 2023.10	93.9	-	-	-	-	-	-	-
Whole Dataset 2026.05	93.9	-	-	-	-	-	-	-
PairNorm + ResNet 2021.10	93.85	-	-	-	-	-	-	-
Cluster-GCN 2021.10	93.8	-	-	-	-	-	-	-
FastGCN 2018.09	93.7	-	-	-	-	-	-	-
FastGCN 2021.02	93.7	-	-	-	-	-	-	-
FastGCN 2022.03	93.7	-	-	-	-	-	-	-
RandDGI 2021.02	93.3	-	-	-	-	-	-	-
GraphSAGE-GCN 2021.02	93	-	-	-	-	-	-	-
Cluster-GCN 2021.10	92.64	-	-	-	-	-	-	-
SP-ESGC 2026.05	92.3	-	-	-	-	-	-	-
DDFI 2025.12	92.27	-	-	-	-	-	-	-
GraphSAINT-RW 2021.10	92.25	-	-	-	-	-	-	-
SGDD 2023.10	91.8	-	-	-	-	-	-	-
SGDD 2023.10	91.6	-	-	-	-	-	-	-
SP-ESGC 2026.05	91.6	-	-	-	-	-	-	-
CaFo+CE 2024.06	91.55	-	-	-	-	-	-	-
SimGC 2026.05	91.4	-	-	-	-	-	-	-
SGDD 2026.05	91.3	-	-	-	-	-	-	-
SP-ESGC 2026.05	90.7	-	-	-	-	-	-	-
SGDD 2026.05	90.7	-	-	-	-	-	-	-
SimGC 2026.05	90.6	-	-	-	-	-	-	-
PaGNN 2025.12	90.57	-	-	-	-	-	-	-
GDC 2023.10	90.5	-	-	-	-	-	-	-
SGDD 2023.10	90.5	-	-	-	-	-	-	-
SGDD 2026.05	90.3	-	-	-	-	-	-	-
PairNorm 2021.10	90.17	-	-	-	-	-	-	-
Gcond 2023.10	90.1	-	-	-	-	-	-	-
Gcond 2026.05	90.1	-	-	-	-	-	-	-
SFGC 2026.05	90	-	-	-	-	-	-	-
SFGC 2026.05	89.9	-	-	-	-	-	-	-

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