List your company
ResearchFormerly WizWand

Node Classification on DBLP (Macro/Micro F1)

84.97Macro F1CaDeM
-2.78696819.99609142.7791565.562209Sep 12, 2024Dec 22, 2024Apr 3, 2025Jul 14, 2025Oct 23, 2025Feb 2, 2026May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CaDeM2026.0384.9784.14
DMG2026.0384.5483.72
GraphMAE2026.0383.5982.69
HDMI2026.0383.582.45
VGAE2026.0381.6480.8
MVGRL2026.0374.5573.1
DGI2026.0372.8371.99
MNE2026.0356.6156.22
DeepWalk2026.0354.8856.53
Node2Vec2026.0354.3356.81
MCGC2026.0353.0864.12
HetSheafModel Type=Heterogeneous Sheaf2024.090.94970.9539
GINModel Type=Homogeneous2024.090.94840.9521
R-GCNModel Type=Heterogeneous2024.090.94290.9468
HANModel Type=Heterogeneous2024.090.94010.9444
Sheaf-NSDModel Type=Sheaf-based2024.090.92960.9342
HGTModel Type=Heterogeneous2024.090.92830.9335
TypeBanditBackbone=R-GCN2026.040.92530.9333
GATModel Type=Homogeneous2024.090.92340.9278
GCNModel Type=Homogeneous2024.090.90970.9169
SAGEModel Type=Homogeneous2024.090.90130.9074
CHoEUpstream=ACM, Shot-count=5-shot2026.050.8845—
HGPromptUpstream=ACM, Shot-count=5-shot2026.050.8818—
HGPromptUpstream=DBLP, Shot-count=5-shot2026.050.8568—
CHoEUpstream=Freebase, Shot-count=5-shot2026.050.843—
HGPromptUpstream=Aminer, Shot-count=5-shot2026.050.8229—
HGPromptUpstream=Freebase, Shot-count=5-shot2026.050.819—
CHoEUpstream=Aminer, Shot-count=5-shot2026.050.8174—
CHoEUpstream=DBLP, Shot-count=5-shot2026.050.7638—
HGMAEUpstream=ACM, Shot-count=5-shot2026.050.7544—
HetGPTUpstream=DBLP, Shot-count=5-shot2026.050.738—
HGMAEUpstream=DBLP, Shot-count=5-shot2026.050.7292—
HetGPTUpstream=Aminer, Shot-count=5-shot2026.050.6768—
HGMAEUpstream=Aminer, Shot-count=5-shot2026.050.6116—
HetGPTUpstream=Freebase, Shot-count=5-shot2026.050.6097—
HGMAEUpstream=Freebase, Shot-count=5-shot2026.050.6007—
HetGPTUpstream=ACM, Shot-count=5-shot2026.050.5883—