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Graph Structure Learning on Autoregressive (AR) model p=120 synthetic (test)

82F1 ScoreDTS-FD, log-sum
22.7238.1153.568.89Dec 7, 2025
Updated 8mo ago

Evaluation results

MethodLinks
DTS-FD, log-sumn (sample size)=4096, lambda selection criterion=maximize F1 score2025.128250.428.3
DTS-FD, log-sumn (sample size)=2048, lambda selection criterion=maximize F1 score2025.127955.624.6
DTS-FD, log-sumn (sample size)=4096, lambda selection criterion=minimize BIC2025.127957.1—
DTS-FD, log-sumn (sample size)=2048, lambda selection criterion=minimize BIC2025.127560.9—
DTS-FD, lasson (sample size)=4096, lambda selection criterion=maximize F1 score2025.126998.717.5
DTS-FD, SCADn (sample size)=4096, lambda selection criterion=maximize F1 score2025.12699935.6
DTS-FD, lasson (sample size)=2048, lambda selection criterion=maximize F1 score2025.126510016.1
DTS-FD, SCADn (sample size)=2048, lambda selection criterion=maximize F1 score2025.1265100.233.8
IID, log-sumn (sample size)=4096, lambda selection criterion=maximize F1 score2025.1262940.026
IID, lasson (sample size)=4096, lambda selection criterion=maximize F1 score2025.1254132.10.009
DTS-FD, log-sumn (sample size)=512, lambda selection criterion=maximize F1 score2025.125412521.2
IID, log-sumn (sample size)=2048, lambda selection criterion=maximize F1 score2025.1253112.60.028
DTS-FD, log-sumn (sample size)=512, lambda selection criterion=minimize BIC2025.1251183.7—
IID, lasson (sample size)=2048, lambda selection criterion=maximize F1 score2025.1246157.80.008
DTS-FD, SCADn (sample size)=512, lambda selection criterion=maximize F1 score2025.1241203.426.2
DTS-FD, lasson (sample size)=512, lambda selection criterion=maximize F1 score2025.1240203.112.6
IID, log-sumn (sample size)=512, lambda selection criterion=maximize F1 score2025.1232153.30.034
IID, lasson (sample size)=512, lambda selection criterion=maximize F1 score2025.1225191.60.01