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ResearchFormerly WizWand

Node Classification on Citeseer original (test)

75.5AccuracyRUNG-l1
42.11650.78359.4568.117Nov 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
RUNG-l1Attack Budget=Clean2023.1175.5
APPNPAttack Budget=Clean2023.1175.3
ElasticGNNAttack Budget=Clean2023.1175.2
GCNAttack Budget=Clean2023.1174.8
GRANDAttack Budget=Clean2023.1174.8
Jaccard-GCNAttack Budget=Clean2023.1174.8
SoftMedianAttack Budget=Clean2023.1174.6
RGCNAttack Budget=Clean2023.1174.4
RUNGAttack Budget=Clean2023.1174.3
RUNGAttack Budget=20%2023.1174.3
ProGNNAttack Budget=Clean2023.1174.2
TWIRLSAttack Budget=Clean2023.1174.2
RUNGAttack Budget=5%2023.1174.2
RUNGAttack Budget=10%2023.1174.2
RUNGAttack Budget=30%2023.1174.2
RUNGAttack Budget=40%2023.1174.1
GATAttack Budget=Clean2023.1173.4
GNNGuardAttack Budget=Clean2023.1172.4
RUNG-l1Attack Budget=5%2023.1172
TWIRLSAttack Budget=5%2023.1171.8
ElasticGNNAttack Budget=5%2023.1170.9
GNNGuardAttack Budget=5%2023.1170.6
TWIRLSAttack Budget=10%2023.1170.1
RUNG-l1Attack Budget=10%2023.1169.3
GNNGuardAttack Budget=10%2023.1169.1
GRANDAttack Budget=5%2023.1168.9
Jaccard-GCNAttack Budget=5%2023.1168.5
TWIRLSAttack Budget=20%2023.1168.4
GATAttack Budget=5%2023.1168.2
SoftMedianAttack Budget=5%2023.1168
RGCNAttack Budget=5%2023.1167.8
MLPAttack Budget=Clean2023.1167.7
MLPAttack Budget=5%2023.1167.7
MLPAttack Budget=10%2023.1167.7
MLPAttack Budget=20%2023.1167.7
MLPAttack Budget=30%2023.1167.7
MLPAttack Budget=40%2023.1167.7
APPNPAttack Budget=5%2023.1167.7
ElasticGNNAttack Budget=10%2023.1167.7
TWIRLSAttack Budget=30%2023.1167.4
GNNGuardAttack Budget=20%2023.1167.1
ProGNNAttack Budget=5%2023.1166.8
GCNAttack Budget=5%2023.1166.7
TWIRLSAttack Budget=40%2023.1166.4
GNNGuardAttack Budget=30%2023.1165.4
Jaccard-GCNAttack Budget=10%2023.1165.1
RUNG-l1Attack Budget=20%2023.1165.1
GRANDAttack Budget=10%2023.1165
GATAttack Budget=10%2023.1164.6
SoftMedianAttack Budget=10%2023.1164.4
GNNGuardAttack Budget=40%2023.1164.2
RGCNAttack Budget=10%2023.1163.5
APPNPAttack Budget=10%2023.1162.9
ProGNNAttack Budget=10%2023.1162.3
GCNAttack Budget=10%2023.1162.1
ElasticGNNAttack Budget=20%2023.1162
RUNG-l1Attack Budget=30%2023.1161.8
SoftMedianAttack Budget=20%2023.1159.3
GRANDAttack Budget=20%2023.1159.2
Jaccard-GCNAttack Budget=20%2023.1159
RUNG-l1Attack Budget=40%2023.1158.7
GATAttack Budget=20%2023.1158.2
ElasticGNNAttack Budget=30%2023.1157.9
RGCNAttack Budget=20%2023.1156.3
APPNPAttack Budget=20%2023.1155.6
SoftMedianAttack Budget=30%2023.1155.2
ProGNNAttack Budget=20%2023.1155
GRANDAttack Budget=30%2023.1154.8
Jaccard-GCNAttack Budget=30%2023.1154.6
GCNAttack Budget=20%2023.1154.5
ElasticGNNAttack Budget=40%2023.1153.4
GATAttack Budget=30%2023.1153.2
SoftMedianAttack Budget=40%2023.1151.9
GRANDAttack Budget=40%2023.1151.2
Jaccard-GCNAttack Budget=40%2023.1151.1
RGCNAttack Budget=30%2023.1151
APPNPAttack Budget=30%2023.1150.3
ProGNNAttack Budget=30%2023.1149.2
GCNAttack Budget=30%2023.1148.7
GATAttack Budget=40%2023.1148.7
RGCNAttack Budget=40%2023.1146.1
APPNPAttack Budget=40%2023.1145.8
ProGNNAttack Budget=40%2023.1143.7
GCNAttack Budget=40%2023.1143.4