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ResearchFormerly WizWand

Node Classification on Citeseer (inductive)

76.09AccuracyFL-GBel
13.866830.020946.17562.3291Oct 17, 2021Jul 12, 2022Apr 6, 2023Dec 30, 2023Sep 23, 2024Jun 18, 2025Mar 13, 2026
Updated 7mo ago

Evaluation results

MethodLinks
FL-GBelAttack=TDGIA, Adversarial Training=true2026.0376.09——
FL-GRANDAttack=clean2026.0375.66——
FL-GBelAttack=TDGIA, Adversarial Training=false2026.0375.63——
IL-GRANDAttack=clean2026.0375.47——
IL-GBelAttack=TDGIA, Adversarial Training=false2026.0375.35——
FL-GBelAttack=clean2026.0375.03——
FL-GRANDAttack=clean, Adversarial Training=false2026.0375.03——
GRANDAttack=clean, Adversarial Training=false2026.0374.98——
FL-GRANDAttack=clean, Adversarial Training=true2026.0374.88——
GCONAttack=clean, Adversarial Training=false2026.0374.84——
FL-GBelAttack=clean, Adversarial Training=false2026.0374.69——
IL-GRANDAttack=clean, Adversarial Training=false2026.0374.66——
IL-GBelAttack=clean, Adversarial Training=false2026.0374.56——
FL-GCONAttack=clean, Adversarial Training=false2026.0374.36——
HANGAttack=clean, Adversarial Training=false2026.0374.11——
FL-GCONAttack=clean, Adversarial Training=true2026.0373.51——
FL-GRANDAttack=TDGIA2026.0373.14——
FL-GBelAttack=clean, Adversarial Training=true2026.0373.04——
GRANDAttack=clean2026.0372.52——
FL-GBelAttack=PGD, Adversarial Training=true2026.0370.46——
SAGEBackbone=GraphSAGE2021.1069.75——
GBelAttack=clean, Adversarial Training=false2026.0369.62——
GLNNBackbone=MLP2021.1069.259.19-0.5
NFGNNtest subset=observed2022.1268.79——
BernNettest subset=observed2022.1268.23——
FL-GRANDAttack=PGD, Adversarial Training=true2026.0367.97——
APPNPtest subset=observed2022.1267.73——
HANGAttack=PGD, Adversarial Training=false2026.0367.54——
IL-GBelAttack=PGD, Adversarial Training=false2026.0367.02——
FL-GCONAttack=TDGIA, Adversarial Training=true2026.0367.01——
GPRGNNtest subset=observed2022.1266.82——
FL-GRANDAttack=PGD, Adversarial Training=false2026.0366.79——
IL-GRANDAttack=PGD, Adversarial Training=false2026.0366.58——
FL-GCONAttack=TDGIA, Adversarial Training=false2026.0366.46——
FL-GBelAttack=PGD, Adversarial Training=false2026.0366.21——
IL-GCONAttack=TDGIA, Adversarial Training=false2026.0366.14——
FL-GCONAttack=PGD, Adversarial Training=true2026.0365.23——
IL-GCONAttack=clean, Adversarial Training=false2026.0364.09——
HANGAttack=TDGIA, Adversarial Training=false2026.0363.29——
MLPBackbone=MLP2021.1060.06——
FL-GCONAttack=PGD, Adversarial Training=false2026.0358.23——
FL-GRANDAttack=TDGIA, Adversarial Training=true2026.0355.37——
IL-GRANDAttack=TDGIA, Adversarial Training=false2026.0354.91——
FL-GRANDAttack=TDGIA, Adversarial Training=false2026.0354.31——
IL-GCONAttack=PGD, Adversarial Training=false2026.0352——
GCONAttack=PGD, Adversarial Training=false2026.0342.78——
GRANDAttack=PGD, Adversarial Training=false2026.0338.57——
GCONAttack=TDGIA, Adversarial Training=false2026.0333.55——
GBelAttack=PGD, Adversarial Training=false2026.0332.24——
GRANDAttack=TDGIA, Adversarial Training=false2026.0330.11——
GBelAttack=TDGIA, Adversarial Training=false2026.0316.26——