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ResearchFormerly WizWand

Node Classification on ogbn-Home

77.3AccuracyMDGFM
41.83651.04360.2569.457Nov 26, 2025
Updated 7mo ago

Evaluation results

MethodLinks
MDGFMshots=5-shot, attack=targeted evasion attack, p=22025.1177.3
SA2GFMshots=5-shot, attack=targeted evasion attack, p=22025.1174.5
SA2GFMshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1169
SA2GFMshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1169
MDGFMshot=5-shot, attack=targeted poisoning, p=22025.1168.6
SA2GFMshots=5-shot, attack_level=p=12025.1168.3
MDGFMshots=5-shot, attack_level=p=12025.1167.8
MDGFMshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1167.3
DGIshots=5-shot, attack=targeted evasion attack, p=22025.1167
MDGPTshots=5-shot, attack=targeted evasion attack, p=22025.1166.6
SA2GFMshot=5-shot, attack=targeted poisoning, p=22025.1166.3
MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1166.1
SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1165.9
MDGFMshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1165.3
GraphBridgeshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1163.5
GraphBridgeshots=5-shot, attack=targeted evasion attack, p=22025.1163.1
GRAPHCLshots=5-shot, attack=targeted evasion attack, p=22025.1162.9
MDGPTshot=5-shot, attack=targeted poisoning, p=22025.1162.6
GraphBridgeshots=5-shot, attack_level=p=12025.1162.3
GraphBridgeshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1162.2
GATshots=5-shot, attack_level=p=12025.1161.6
MDGPTshots=5-shot, attack_level=p=12025.1161.3
GraphPromptshots=5-shot, attack=targeted evasion attack, p=22025.1161.1
DGIshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1161
GraphBridgeshot=5-shot, attack=targeted poisoning, p=22025.1160.9
GCOPEshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1160.7
DGIshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1160.1
DGIshots=5-shot, attack_level=p=12025.1159.9
GCOPEshots=5-shot, attack_level=p=12025.1159.6
GATshot=5-shot, attack=targeted poisoning, p=22025.1159.1
GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1158.6
GRAPHCLshots=5-shot, attack_level=p=12025.1158.4
GraphPromptshots=5-shot, attack_level=p=12025.1158.1
GraphPromptshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1157.9
GRAPHCLshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1157.4
GraphPromptshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1157.3
GATshots=5-shot, attack=targeted evasion attack, p=22025.1156.8
GraphPromptshot=5-shot, attack=targeted poisoning, p=22025.1156.6
GRAPHCLshot=5-shot, attack=targeted poisoning, p=22025.1156.5
GCOPEshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1156
DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1155.9
DGIshot=5-shot, attack=targeted poisoning, p=22025.1155.4
GCOPEshot=5-shot, attack=targeted poisoning, p=22025.1155.4
MDGPTshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1154.8
GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1154.6
GCNshots=5-shot, attack=targeted evasion attack, p=22025.1154.1
GATshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1153.6
GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1153.4
MDGPTshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1151.8
GCNshots=5-shot, attack_level=p=12025.1151.4
GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1151.3
GCNshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1151
GCOPEshots=5-shot, attack=targeted evasion attack, p=22025.1150.4
GATshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1150.3
MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1150
GCNshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1149.4
GATshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1149.1
GRAPHCLshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1148.9
GCNshot=5-shot, attack=targeted poisoning, p=22025.1148.4
GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1143.2