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ResearchFormerly WizWand

Node Classification on ogbn-Tech

84.6AccuracySA2GFM
46.32856.26466.276.136Nov 26, 2025
Updated 7mo ago

Evaluation results

MethodLinks
SA2GFMshots=5-shot, attack=targeted evasion attack, p=22025.1184.6
GraphBridgeshots=5-shot, attack=targeted evasion attack, p=22025.1183.3
MDGFMshots=5-shot, attack_level=p=12025.1183.2
SA2GFMshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1181.3
MDGFMshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1181.2
MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1180.9
SA2GFMshots=5-shot, attack_level=p=12025.1180.4
MDGFMshots=5-shot, attack=targeted evasion attack, p=22025.1180.1
SA2GFMshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1180
GCOPEshots=5-shot, attack_level=p=12025.1179.2
GraphPromptshots=5-shot, attack_level=p=12025.1178.8
MDGFMshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1178.1
GraphBridgeshots=5-shot, attack_level=p=12025.1178.1
GCOPEshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1177.8
SA2GFMshot=5-shot, attack=targeted poisoning, p=22025.1177.1
SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1177
GraphBridgeshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1176.9
GCOPEshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1176.4
GraphBridgeshot=5-shot, attack=targeted poisoning, p=22025.1176.1
DGIshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1176
MDGPTshots=5-shot, attack_level=p=12025.1175.8
MDGFMshot=5-shot, attack=targeted poisoning, p=22025.1174.9
GraphBridgeshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1174.6
MDGPTshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1174.4
MDGPTshot=5-shot, attack=targeted poisoning, p=22025.1174.3
GRAPHCLshots=5-shot, attack=targeted evasion attack, p=22025.1173.7
MDGPTshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1173.6
GCOPEshots=5-shot, attack=targeted evasion attack, p=22025.1172.8
GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1172.1
GraphPromptshots=5-shot, attack=targeted evasion attack, p=22025.1171.4
GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1171.2
GATshots=5-shot, attack_level=p=12025.1171.2
GRAPHCLshots=5-shot, attack_level=p=12025.1171.2
GCOPEshot=5-shot, attack=targeted poisoning, p=22025.1171.1
GraphPromptshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1170.8
MDGPTshots=5-shot, attack=targeted evasion attack, p=22025.1170.6
DGIshots=5-shot, attack_level=p=12025.1170.2
GraphPromptshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1169.8
GCNshots=5-shot, attack_level=p=12025.1169.8
GraphPromptshot=5-shot, attack=targeted poisoning, p=22025.1169
GRAPHCLshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1168.7
MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1167.7
GRAPHCLshot=5-shot, attack=targeted poisoning, p=22025.1167.6
DGIshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1167.6
DGIshot=5-shot, attack=targeted poisoning, p=22025.1166.5
GRAPHCLshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1166.3
GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1165.7
DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1164.9
GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1164.6
GCNshots=5-shot, attack=targeted evasion attack, p=22025.1164.4
DGIshots=5-shot, attack=targeted evasion attack, p=22025.1163.2
GATshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1163.2
GATshot=5-shot, attack=targeted poisoning, p=22025.1162.2
GCNshot=5-shot, attack=targeted evasion attack, p=1, runs=202025.1162.1
GATshots=5-shot, attack=targeted evasion attack, p=22025.1160.2
GCNshot=5-shot, attack=targeted poisoning, p=22025.1158.8
GCNshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1156.6
GATshots=5, attack_type=non-targeted structure attack, lambda=0.42025.1155.4
GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1151.4
GATshot=5-shot, attack=non-targeted structure attack, lambda=0.8, runs=202025.1147.8