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ResearchFormerly WizWand

Graph Classification on obgn-Tech

87.9AccuracySA2GFM
52.64461.79770.9580.103Nov 26, 2025
Updated 7mo ago

Evaluation results

MethodLinks
SA2GFMshot=5-shot, attack_intensity_p=22025.1187.9
SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1187.8
SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1187.7
SA2GFMshot=5-shot, attack=targeted poisoning, p=12025.1187
GCOPEshot=5-shot, attack=targeted poisoning, p=12025.1186.3
MDGFMshot=5-shot, attack_intensity_p=22025.1186
MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1185.9
SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1185.4
MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1185.3
SA2GFMshot=5-shot, poisoning_intensity=p = 22025.1184.6
MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1183.9
MDGFMshot=5-shot, poisoning_intensity=p = 32025.1183.5
GraphBridgeshot=5-shot, attack=targeted poisoning, p=12025.1183.5
GraphBridgeshot=5-shot, poisoning_intensity=p = 22025.1183.3
GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1182.9
SA2GFMshot=5-shot, poisoning_intensity=p = 32025.1182.6
GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1181.4
GraphPromptshot=5-shot, attack=targeted poisoning, p=12025.1181.4
GraphPromptshot=5-shot, attack_intensity_p=22025.1181.3
GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1181
GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1180.7
MDGFMshot=5-shot, poisoning_intensity=p = 22025.1180.1
GraphBridgeshot=5-shot, attack_intensity_p=22025.1180.1
MDGFMshot=5-shot, attack=targeted poisoning, p=12025.1180
GCOPEshot=5-shot, poisoning_intensity=p = 32025.1179.6
MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1179.1
MDGPTshot=5-shot, attack_intensity_p=22025.1177.4
GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1177.1
GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1176.9
GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1176.9
GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1176.3
GCOPEshot=5-shot, attack_intensity_p=22025.1175.7
MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1175.6
GRAPHCLshot=5-shot, attack=targeted poisoning, p=12025.1174.8
GRAPHCLshot=5-shot, attack_intensity_p=22025.1174
GraphBridgeshot=5-shot, poisoning_intensity=p = 32025.1173.8
GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1173.8
GRAPHCLshot=5-shot, poisoning_intensity=p = 22025.1173.7
MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1173.3
GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1173.1
DGIshot=5-shot, attack=targeted poisoning, p=12025.1172.9
GCOPEshot=5-shot, poisoning_intensity=p = 22025.1172.8
DGIshot=5-shot, attack_intensity_p=22025.1172.6
MDGPTshot=5-shot, attack=targeted poisoning, p=12025.1172.6
DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1171.9
DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1171.7
GraphPromptshot=5-shot, poisoning_intensity=p = 22025.1171.4
GATshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1171
MDGPTshot=5-shot, poisoning_intensity=p = 22025.1170.6
GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1170.1
GCNshot=5-shot, attack=targeted poisoning, p=12025.1169.2
GATshot=5-shot, attack=targeted poisoning, p=12025.1169.1
GATshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1169
MDGPTshot=5-shot, poisoning_intensity=p = 32025.1168.8
GATshot=5-shot, attack_intensity_p=22025.1168.7
GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.1168.7
GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.1167.4
GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1167.3
DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1165
GCNshot=5-shot, poisoning_intensity=p = 22025.1164.4
GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1163.9
GCNshot=5-shot, attack_intensity_p=22025.1163.6
DGIshot=5-shot, poisoning_intensity=p = 22025.1163.3
GATshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.1163.1
DGIshot=5-shot, poisoning_intensity=p = 32025.1162.9
GraphPromptshot=5-shot, poisoning_intensity=p = 32025.1161.1
GATshot=5-shot, poisoning_intensity=p = 22025.1160.2
GCNshot=5-shot, poisoning_intensity=p = 32025.1159.2
GATshot=5-shot, poisoning_intensity=p = 32025.1159.1
GRAPHCLshot=5-shot, poisoning_intensity=p = 32025.1154