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ResearchFormerly WizWand

Node Classification on Cora (2% label rate)

0.803Accuracytruncated Krylov
0.092680.277090.46150.64591Jan 22, 2018May 30, 2019Oct 5, 2020Feb 10, 2022Jun 19, 2023Oct 24, 2024Mar 2, 2026
Updated 8mo ago

Evaluation results

MethodLinks
truncated KrylovValidation Strategy=Without Validation2019.060.803
linear SnowballValidation Strategy=Without Validation2019.060.794
SnowballValidation Strategy=Without Validation2019.060.785
MT-GCN2020.090.768
UnionLabel Rate=2%2018.010.759
UnionValidation Strategy=Without Validation2019.060.759
Union2020.090.759
M3SValidation Strategy=Without Validation2019.060.756
M3S2020.090.756
MultiStageValidation Strategy=Without Validation2019.060.744
MultiStage2020.090.744
Self-trainingLabel Rate=2%2018.010.738
Self-trainingValidation Strategy=Without Validation2019.060.738
Self-training2020.090.738
Co-trainingLabel Rate=2%2018.010.735
Co-trainingValidation Strategy=Without Validation2019.060.735
Co-training2020.090.735
IntersectionLabel Rate=2%2018.010.729
IntersectionValidation Strategy=Without Validation2019.060.729
Intersection2020.090.729
GCN+VLabel Rate=2%2018.010.722
GCN+V2020.090.722
GCN-DVATValidation Strategy=Without Validation2019.060.719
GCN-SVATValidation Strategy=Without Validation2019.060.714
GCN-VLabel Rate=2%2018.010.678
GCNValidation Strategy=Without Validation2019.060.678
GCN-V2020.090.678
LPLabel Rate=2%2018.010.654
LPValidation Strategy=Without Validation2019.060.654
LP2020.090.654
ChebyLabel Rate=2%2018.010.624
ChebyValidation Strategy=Without Validation2019.060.624
Chebyshev2020.090.624
SAGE+SMratio(%)=22026.030.603
SAGE+IGratio(%)=22026.030.539
GCNratio(%)=22026.030.348
SGCratio(%)=22026.030.345
SAGEratio(%)=22026.030.309
DLRGAEratio(%)=22026.030.303
DCIratio(%)=22026.030.296
tsGCNratio(%)=22026.030.237
GATratio(%)=22026.030.193
GINratio(%)=22026.030.12