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ResearchFormerly WizWand

Node Classification on ogbn-Home (test)

76.6AccuracySA2GFM
38.01648.03358.0568.067Nov 26, 2025
Updated 7mo ago

Evaluation results

MethodLinks
SA2GFMshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1176.6
MDGFMshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1173.3
MDGPTshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1171.4
GraphBridgeshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1170.1
GCOPEshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1169.8
DGIshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1168.1
GRAPHCLshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1168
SA2GFMShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1165.8
GraphPromptshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1164.1
MDGFMShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1163.9
GATshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1158.9
GraphBridgeShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1157.2
GCNshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1154.6
GraphPromptShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1152.3
MDGPTShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1151.7
GCOPEShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1148.8
DGIShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1145.8
GRAPHCLShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1143.9
GATShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1141.3
GCNShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1139.5