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ResearchFormerly WizWand

Node Classification on Cora ML original (test)

86.3AccuracyAPPNP
48.3458.19568.0577.905Nov 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
APPNPAttack Budget=Clean2023.1186.3
GRANDAttack Budget=Clean2023.1186.1
ElasticGNNAttack Budget=Clean2023.1185.9
RUNG-l1Attack Budget=Clean2023.1185.8
RGCNAttack Budget=Clean2023.1185.7
ProGNNAttack Budget=Clean2023.1185.6
GCNAttack Budget=Clean2023.1185
SoftMedianAttack Budget=Clean2023.1185
RUNGAttack Budget=Clean2023.1184.6
TWIRLSAttack Budget=Clean2023.1184.2
Jaccard-GCNAttack Budget=Clean2023.1183.7
RUNGAttack Budget=5%2023.1183.7
GATAttack Budget=Clean2023.1183.5
GNNGuardAttack Budget=Clean2023.1183.1
RUNGAttack Budget=10%2023.1182.9
RUNG-l1Attack Budget=5%2023.1182.3
ElasticGNNAttack Budget=5%2023.1181.9
SoftMedianAttack Budget=5%2023.1181.8
TWIRLSAttack Budget=5%2023.1181.5
RUNGAttack Budget=20%2023.1181.3
GRANDAttack Budget=5%2023.1180.2
TWIRLSAttack Budget=10%2023.1179.7
RUNG-l1Attack Budget=10%2023.1179.7
RUNGAttack Budget=30%2023.1179.2
ElasticGNNAttack Budget=10%2023.1179
SoftMedianAttack Budget=10%2023.1179
GNNGuardAttack Budget=5%2023.1178.9
GNNGuardAttack Budget=10%2023.1178.1
APPNPAttack Budget=5%2023.1178
RUNGAttack Budget=40%2023.1177.9
ProGNNAttack Budget=5%2023.1177.8
Jaccard-GCNAttack Budget=5%2023.1177.8
RGCNAttack Budget=5%2023.1177.7
TWIRLSAttack Budget=20%2023.1176.8
GRANDAttack Budget=10%2023.1176.4
GCNAttack Budget=5%2023.1176
GATAttack Budget=5%2023.1175.1
RUNG-l1Attack Budget=20%2023.1175.1
GNNGuardAttack Budget=20%2023.1174.8
TWIRLSAttack Budget=30%2023.1174.3
Jaccard-GCNAttack Budget=10%2023.1174.1
ElasticGNNAttack Budget=20%2023.1173.3
SoftMedianAttack Budget=20%2023.1173
ProGNNAttack Budget=10%2023.1172.8
TWIRLSAttack Budget=40%2023.1172.8
APPNPAttack Budget=10%2023.1172.7
RGCNAttack Budget=10%2023.1172.7
GNNGuardAttack Budget=30%2023.1171.8
GATAttack Budget=10%2023.1170.6
RUNG-l1Attack Budget=30%2023.1170.5
GRANDAttack Budget=20%2023.1170
GNNGuardAttack Budget=40%2023.1169.9
GATAttack Budget=20%2023.1169.5
Jaccard-GCNAttack Budget=20%2023.1168.4
ElasticGNNAttack Budget=30%2023.1168.1
RUNG-l1Attack Budget=40%2023.1167.1
SoftMedianAttack Budget=30%2023.1166.3
MLPAttack Budget=Clean2023.1165
MLPAttack Budget=5%2023.1165
MLPAttack Budget=10%2023.1165
MLPAttack Budget=20%2023.1165
MLPAttack Budget=30%2023.1165
MLPAttack Budget=40%2023.1165
GCNAttack Budget=10%2023.1165
GATAttack Budget=30%2023.1165
ProGNNAttack Budget=20%2023.1164.8
GRANDAttack Budget=30%2023.1164.6
APPNPAttack Budget=20%2023.1164.4
RGCNAttack Budget=20%2023.1164.4
ElasticGNNAttack Budget=40%2023.1163.6
Jaccard-GCNAttack Budget=30%2023.1163.5
GCNAttack Budget=20%2023.1162.1
GATAttack Budget=40%2023.1161.4
SoftMedianAttack Budget=40%2023.1160.4
GRANDAttack Budget=40%2023.1160.1
Jaccard-GCNAttack Budget=40%2023.1159.3
ProGNNAttack Budget=30%2023.1158.7
RGCNAttack Budget=30%2023.1157.9
APPNPAttack Budget=30%2023.1157.7
GCNAttack Budget=30%2023.1155.4
ProGNNAttack Budget=40%2023.1153.2
APPNPAttack Budget=40%2023.1153
RGCNAttack Budget=40%2023.1152.6
GCNAttack Budget=40%2023.1149.8