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ResearchFormerly WizWand

Node Classification on Cora (0.5% label rate)

0.739Accuracytruncated Krylov
0.3230.4310.5390.647Jan 22, 2018Jun 30, 2018Dec 6, 2018May 14, 2019Oct 20, 2019Mar 27, 2020Sep 2, 2020
Updated 8mo ago

Evaluation results

MethodLinks
truncated KrylovValidation Protocol=with validation2019.060.739
truncated KrylovValidation Strategy=Without Validation2019.060.73
SnowballValidation Protocol=with validation2019.060.73
linear SnowballValidation Protocol=with validation2019.060.7
linear SnowballValidation Strategy=Without Validation2019.060.695
SnowballValidation Strategy=Without Validation2019.060.672
MT-GCN2020.090.669
M3SValidation Strategy=Without Validation2019.060.615
M3S2020.090.615
MultiStageValidation Strategy=Without Validation2019.060.611
MultiStage2020.090.611
AdaLNetValidation Protocol=with validation2019.060.608
AdaLanczosNetNumber of runs=102019.010.608
DCNNValidation Protocol=with validation2019.060.59
DCNNNumber of runs=102019.010.59
UnionLabel Rate=0.5%2018.010.585
UnionValidation Strategy=Without Validation2019.060.585
Union2020.090.585
LNetValidation Protocol=with validation2019.060.581
LanczosNetNumber of runs=102019.010.581
Co-trainingLabel Rate=0.5%2018.010.566
Co-trainingValidation Strategy=Without Validation2019.060.566
Co-training2020.090.566
LPLabel Rate=0.5%2018.010.564
LPValidation Strategy=Without Validation2019.060.564
LP2020.090.564
Self-trainingLabel Rate=0.5%2018.010.537
Self-trainingValidation Strategy=Without Validation2019.060.537
Self-training2020.090.537
GCNNumber of runs=102019.010.529
GCN+VLabel Rate=0.5%2018.010.509
GCNValidation Protocol=with validation2019.060.509
GCN+V2020.090.509
GCN-FPValidation Protocol=with validation2019.060.505
GCN-FPNumber of runs=102019.010.505
IntersectionLabel Rate=0.5%2018.010.497
IntersectionValidation Strategy=Without Validation2019.060.497
Intersection2020.090.497
GCN-DVATValidation Strategy=Without Validation2019.060.49
GGNNValidation Protocol=with validation2019.060.482
GGNNNumber of runs=102019.010.482
MPNNValidation Protocol=with validation2019.060.465
MPNNNumber of runs=102019.010.465
GCN-SVATValidation Strategy=Without Validation2019.060.436
GCN-VLabel Rate=0.5%2018.010.426
GCNValidation Strategy=Without Validation2019.060.426
GCN-V2020.090.426
GATValidation Protocol=with validation2019.060.414
GATNumber of runs=102019.010.414
ChebyLabel Rate=0.5%2018.010.38
ChebyValidation Strategy=Without Validation2019.060.38
Chebyshev2020.090.38
GraphSAGEValidation Protocol=with validation2019.060.375
GraphSAGENumber of runs=102019.010.375
ChebyValidation Protocol=with validation2019.060.339
ChebyNetNumber of runs=102019.010.339