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Link Prediction on Pubmed (test)

98.3AUC

NBFNet

Updated 4d ago

Evaluation Results

Method
NBFNet 2022.10	98.3	98.15	-	-	-	-	-
GDGNN-Vert 2022.10	98.16	98.17	-	-	-	-	-
GDGNN-Hor 2022.10	97.83	98.1	-	-	-	-	-
SEAL 2022.10	97.78	97.9	-	-	-	-	-
N-VGAE 2018.04	97.1	97.1	-	-	-	-	-
H2H-GCN 2021.12	96.9	-	-	-	-	-	-
NHGCN 2021.12	96.9	-	-	-	-	-	-
Full Features 2026.01	96.88	97.13	-	-	-	-	-
ARGE 2019.08	96.8	97.1	-	-	-	-	-
LGCN 2021.12	96.6	-	-	-	-	-	-
GCN-MPPR 2026.02	96.54	93.76	-	-	-	-	-
GCN-MPPR 2026.02	96.54	93.77	-	-	-	-	-
GCN-MPPR 2026.02	96.53	93.75	-	-	-	-	-
GCN-MPPR 2026.02	96.53	93.76	-	-	-	-	-
GCN-MPPR 2026.02	96.52	93.74	-	-	-	-	-
GCN-MPPR 2026.02	96.52	93.74	-	-	-	-	-
GCN-MPPR 2026.02	96.52	93.73	-	-	-	-	-
ARVGE 2019.08	96.5	96.8	-	-	-	-	-
GCN-MPPR 2026.02	96.43	93.56	-	-	-	-	-
GAE 2016.11	96.4	96.5	-	-	-	-	-
GAE 2019.08	96.4	96.5	-	-	-	-	-
GAE 2019.10	96.4	96.5	-	-	-	-	-
HYBONET 2021.12	96.4	-	-	-	-	-	-
HGCN 2021.12	96.3	-	-	-	-	-	-
RWR-GAE 2019.08	96.2	96.3	-	-	-	-	-
PPNP 2026.02	96.06	93.17	-	-	-	-	-
S-VGAE 2018.04	96	96	-	-	-	-	-
GCN 2026.02	95.82	93.14	-	-	-	-	-
GAE 2026.02	95.35	95.97	-	-	-	-	-
RWR-VGAE 2019.08	95.3	95.2	-	-	-	-	-
RResNet Horo 2023.10	95	-	-	-	-	-	-
HNN 2023.10	94.9	-	-	-	-	-	-
(s)Graphite-VAE 2019.05	94.8	-	-	-	-	-	-
VGAE 2026.02	94.69	95.33	-	-	-	-	-
Graphite-VAE 2019.05	94.6	-	-	-	-	-	-
KernelGCN 2019.10	94.5	94.2	-	-	-	-	-
VGAE 2016.11	94.4	94.7	-	-	-	-	-
VGAE 2019.08	94.4	94.7	-	-	-	-	-
VGAE 2019.10	94.4	94.7	-	-	-	-	-
VGAE 2022.10	94.4	94.7	-	-	-	-	-
SGC 2021.12	94.1	-	-	-	-	-	-
GAT 2026.02	93.56	92.14	-	-	-	-	-
(s)VGAE 2019.05	92.7	-	-	-	-	-	-
VGAE 2019.05	92.3	-	-	-	-	-	-
GAT 2021.12	91.2	-	-	-	-	-	-
GCN 2021.12	91.1	-	-	-	-	-	-
FSD-CAP 2026.01	88.5	85.6	-	-	-	-	-
FSD-CAP 2026.01	88.39	85.54	-	-	-	-	-
Hyp 2023.10	87.5	-	-	-	-	-	-
FP 2026.01	86.32	83.33	-	-	-	-	-
SAGE 2021.12	86.2	-	-	-	-	-	-
FP 2026.01	86.18	83.24	-	-	-	-	-
Euc-Mixed 2023.10	86	-	-	-	-	-	-
HDGL 2026.02	85.13	88.38	-	-	-	-	-
PCFI 2026.01	84.46	86.8	-	-	-	-	-
DeepWalk (DW) 2016.11	84.4	84.1	-	-	-	-	-
DW 2019.08	84.4	84.1	-	-	-	-	-
Spectral Clustering (SC) 2016.11	84.2	87.8	-	-	-	-	-
SC 2019.08	84.2	87.8	-	-	-	-	-
MLP 2023.10	84.1	-	-	-	-	-	-
Hyp-Mixed 2023.10	83.8	-	-	-	-	-	-
Euc 2023.10	83.3	-	-	-	-	-	-
VGAE 2016.11	82.7	87.5	-	-	-	-	-
PCFI 2026.01	82.68	86.03	-	-	-	-	-
GAE 2016.11	82.2	87.4	-	-	-	-	-
MTGAE 2018.11	-	-	94.4	-	-	-	-
VGAE 2018.11	-	-	96.5	-	-	-	-
VGAE 2019.05	-	94.2	-	-	-	-	-
(s)VGAE 2019.05	-	94.5	-	-	-	-	-
Graphite-VAE 2019.05	-	96	-	-	-	-	-
(s)Graphite-VAE 2019.05	-	96.3	-	-	-	-	-
SEAL 2024.05	-	-	-	75.54	-	-	-
NBFnet 2024.05	-	-	-	58.73	-	-	-
Neo-GNN 2024.05	-	-	-	73.93	-	-	-
BUDDY 2024.05	-	-	-	74.1	-	-	-
NCN 2024.05	-	-	-	79.05	-	-	-
GCN 2024.05	-	-	-	80.36	102.7	-	-
NIDGCN 2024.05	-	-	-	75.67	22.1	-	-
Space Optimum 2025.07	-	-	-	-	-	85.55	-
Random 2025.07	-	-	-	-	-	83.13	-
RL 2025.07	-	-	-	-	-	83.6	-
EA 2025.07	-	-	-	-	-	83.76	-
GraphNAS 2025.07	-	-	-	-	-	83.87	-
Auto-GNN 2025.07	-	-	-	-	-	82.86	-
GraphGym 2025.07	-	-	-	-	-	74.88	-
NAS-Bench-Graph 2025.07	-	-	-	-	-	82.54	-
AutoTransfer 2025.07	-	-	-	-	-	84.86	-
DesiGNN 2025.07	-	-	-	-	-	85.55	-
M-DESIGN 2025.07	-	-	-	-	-	85.55	-
GCN-MLP 2025.04	-	-	-	-	-	-	59.95
SAGE-MLP 2025.04	-	-	-	-	-	-	54.07
GAT-MLP 2025.04	-	-	-	-	-	-	58.3
NCN-MLP 2025.04	-	-	-	-	-	-	59.85
EHDM 2025.04	-	-	-	-	-	-	60.75