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ResearchFormerly WizWand

Graph Classification on obgn-Home

77.9AccuracySA2GFM
49.356.72564.1571.575Nov 26, 2025
Updated 7mo ago

Evaluation results

MethodLinks
SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1177.9
SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1177.8
SA2GFMshot=5-shot, attack_intensity_p=22025.1177.5
MDGFMshot=5-shot, poisoning_intensity=p = 22025.1177.2
SA2GFMshot=5-shot, attack=targeted poisoning, p=12025.1177
GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1176.8
MDGFMshot=5-shot, attack_intensity_p=22025.1176.2
MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1175.6
MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1175.2
SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1174.8
SA2GFMshot=5-shot, poisoning_intensity=p = 22025.1174.5
GraphPromptshot=5-shot, attack_intensity_p=22025.1173.9
MDGFMshot=5-shot, attack=targeted poisoning, p=12025.1173.8
SA2GFMshot=5-shot, poisoning_intensity=p = 32025.1173.1
GraphBridgeshot=5-shot, attack_intensity_p=22025.1173.1
MDGPTshot=5-shot, attack_intensity_p=22025.1172.2
MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1172.1
GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1172
MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1170.7
GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1170.6
GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1170.6
GCOPEshot=5-shot, attack_intensity_p=22025.1170.3
GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1170
GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1169.8
DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1169.6
MDGFMshot=5-shot, poisoning_intensity=p = 32025.1169.3
GATshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1169.1
GATshot=5-shot, attack_intensity_p=22025.1168.5
DGIshot=5-shot, attack_intensity_p=22025.1168.1
MDGPTshot=5-shot, poisoning_intensity=p = 32025.1167.7
GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1167.5
DGIshot=5-shot, attack=targeted poisoning, p=12025.1167.5
GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1167.4
GRAPHCLshot=5-shot, attack_intensity_p=22025.1167.3
MDGPTshot=5-shot, attack=targeted poisoning, p=12025.1167.2
DGIshot=5-shot, poisoning_intensity=p = 22025.1167
MDGPTshot=5-shot, poisoning_intensity=p = 22025.1166.6
GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1166.4
DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1166.1
GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1166
GATshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1165.8
GraphBridgeshot=5-shot, attack=targeted poisoning, p=12025.1165.6
GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1165.3
GRAPHCLshot=5-shot, attack=targeted poisoning, p=12025.1165.3
MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1164.9
MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1164.4
GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1164.4
GCNshot=5-shot, attack_intensity_p=22025.1163.9
GraphBridgeshot=5-shot, poisoning_intensity=p = 22025.1163.1
GRAPHCLshot=5-shot, poisoning_intensity=p = 22025.1162.8
GRAPHCLshot=5-shot, poisoning_intensity=p = 32025.1162.3
GraphPromptshot=5-shot, attack=targeted poisoning, p=12025.1161.6
GraphBridgeshot=5-shot, poisoning_intensity=p = 32025.1161.4
GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1161.2
GraphPromptshot=5-shot, poisoning_intensity=p = 22025.1161.1
GATshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1160.5
GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1160.3
DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1160.2
GraphPromptshot=5-shot, poisoning_intensity=p = 32025.1159.3
GCNshot=5-shot, attack=targeted poisoning, p=12025.1159.2
GATshot=5-shot, attack=targeted poisoning, p=12025.1158.3
GATshot=5-shot, poisoning_intensity=p = 22025.1156.8
GATshot=5-shot, poisoning_intensity=p = 32025.1156.5
DGIshot=5-shot, poisoning_intensity=p = 32025.1156.1
GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1154.1
GCNshot=5-shot, poisoning_intensity=p = 22025.1154.1
GCNshot=5-shot, poisoning_intensity=p = 32025.1152.9
GCOPEshot=5-shot, poisoning_intensity=p = 32025.1151.6
GCOPEshot=5-shot, attack=targeted poisoning, p=12025.1151.6
GCOPEshot=5-shot, poisoning_intensity=p = 22025.1150.4