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ResearchFormerly WizWand

Node Classification on CoraFull 5-way 3-shot (test)

80.23AccuracyVISION
21.355636.640351.92567.2097Oct 22, 2024Jan 26, 2025May 2, 2025Aug 7, 2025Nov 11, 2025Feb 15, 2026May 23, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VISION2026.0580.23
SMILE2026.0574.04
COSMIC2026.0573.03
AMM-GNNModel Category=MAML models, Baseline Model=AMM-GNN, Optimizer=Adam2024.1072.92
Meta-BP2026.0572.9
GPNModel Category=non-MAML models, Baseline Model=GPN, Optimizer=FGSAM+2024.1072.85
AMM-GNNModel Category=MAML models, Baseline Model=AMM-GNN, Optimizer=FGSAM+2024.1072.79
TENTModel Category=non-MAML models, Baseline Model=TENT, Optimizer=FGSAM+2024.1072.18
TEG2026.0572.14
TENTModel Category=non-MAML models, Baseline Model=TENT, Optimizer=FGSAM2024.1071.8
AMM-GNNModel Category=MAML models, Baseline Model=AMM-GNN, Optimizer=FGSAM2024.1071.67
Meta-GCNModel Category=MAML models, Baseline Model=Meta-GCN, Optimizer=FGSAM+2024.1071.54
GPNModel Category=non-MAML models, Baseline Model=GPN, Optimizer=SAM2024.1071.38
GPNModel Category=non-MAML models, Baseline Model=GPN, Optimizer=Adam2024.1071.24
TENTModel Category=non-MAML models, Baseline Model=TENT, Optimizer=SAM2024.1071.22
GPNModel Category=non-MAML models, Baseline Model=GPN, Optimizer=FGSAM2024.1071.1
Meta-GCNModel Category=MAML models, Baseline Model=Meta-GCN, Optimizer=FGSAM2024.1070.97
TENTModel Category=non-MAML models, Baseline Model=TENT, Optimizer=Adam2024.1070.85
Meta-GCNModel Category=MAML models, Baseline Model=Meta-GCN, Optimizer=Adam2024.1070.25
Meta-GCNModel Category=MAML models, Baseline Model=Meta-GCN, Optimizer=SAM2024.1070.23
X-FNC2026.0569.32
AMM-GNNModel Category=MAML models, Baseline Model=AMM-GNN, Optimizer=SAM2024.1068.47
TLP2026.0566.32
Meta-GPS2026.0565.19
GraphPrompt2026.0565.12
TENT2026.0564.8
G-Meta2026.0557.52
VNT2026.0555.19
GPN2026.0553.24
Meta-GNN2026.0552.23
SGC2026.0539.56
MAML2026.0537.12
GCN2026.0534.65
ProtoNet2026.0533.67
node2vec2026.0523.75
DeepWalk2026.0523.62