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ResearchFormerly WizWand

Graph Classification on PTC MM

73.63AccuracySpace Optimum
53.422858.668963.91569.1611Apr 18, 2019May 25, 2020Jul 3, 2021Aug 11, 2022Sep 18, 2023Oct 26, 2024Dec 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Space OptimumRefinement budget=1002025.0773.63
M-DESIGNRefinement budget=1002025.0773.63
RLRefinement budget=1002025.0770.55
DesiGNNRefinement budget=1002025.0770.55
Auto-GNNRefinement budget=1002025.0770.5
GraphNASRefinement budget=1002025.0770.2
AutoTransferRefinement budget=1002025.0770.15
RandomRefinement budget=1002025.0769.9
EARefinement budget=1002025.0769.06
WLSPvalidation=10-fold cross validation2019.0466.6
edGNNvalidation=10-fold cross validation, aggregation=max2019.0466.1
EGCNevaluation protocol=10-fold cross-validation2025.1266
EGIN-C-ϵevaluation protocol=10-fold cross-validation, epsilon parameter=retained2025.1265.6
GATevaluation protocol=10-fold cross-validation2025.1265
EGIN-E-ϵevaluation protocol=10-fold cross-validation, epsilon parameter=retained2025.1264.9
EGIN-Eevaluation protocol=10-fold cross-validation, epsilon parameter=without2025.1264.8
R-GCNvalidation=10-fold cross validation2019.0464.7
edGNNvalidation=10-fold cross validation, aggregation=avg2019.0464.4
EGIN-Cevaluation protocol=10-fold cross-validation, epsilon parameter=without2025.1263.7
CSMvalidation=10-fold cross validation2019.0463.3
EGIN-ϵevaluation protocol=10-fold cross-validation, epsilon parameter=retained2025.1263
EGINevaluation protocol=10-fold cross-validation, epsilon parameter=without2025.1262.3
GINevaluation protocol=10-fold cross-validation2025.1260.4
GraphGymRefinement budget=1002025.0759.2
NAS-Bench-GraphRefinement budget=1002025.0758.7
DGCNNevaluation protocol=10-fold cross-validation2025.1254.2