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ResearchFormerly WizWand

Node Classification on ogbn-Tech (test)

86.7AccuracySA2GFM
49.36459.05768.7578.443Nov 26, 2025
Updated 7mo ago

Evaluation results

MethodLinks
SA2GFMshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1186.7
MDGFMshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1183.1
SA2GFMShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1177.9
GraphBridgeshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1176.9
MDGFMShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1175.8
GraphPromptshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1175.3
MDGPTshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1173.6
GRAPHCLshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1173.3
GCOPEshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1172.1
GraphPromptShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1171.3
DGIshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1170.2
GCOPEShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1170
GraphBridgeShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1167.3
MDGPTShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1166.4
GATshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1164.6
GCNshots=5-shot, attack_type=non-targeted feature attack, lambda=0.42025.1160.6
GRAPHCLShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1158.1
DGIShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1156.8
GCNShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1156
GATShot=5-shot, Attack=Non-targeted feature attack, λ=0.82025.1150.8