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ResearchFormerly WizWand

Time-series prediction on Lorenz system

0.2454RMSEGLMY Optimized
-4.26216826.16391656.5987.016084Sep 15, 2025Oct 27, 2025Dec 8, 2025Jan 19, 2026Mar 2, 2026Apr 13, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GLMY OptimizedInitialization approach=Small-world2025.090.2454
GLMY OptimizedInitialization approach=Random2025.090.2474
GLMY OptimizedInitialization approach=Scale-free2025.090.2489
Random RewiringInitialization approach=Scale-free2025.090.3919
Random RewiringInitialization approach=Small-world2025.090.4393
OriginInitialization approach=Scale-free2025.090.8555
OriginInitialization approach=Small-world2025.090.9786
OriginInitialization approach=Random2025.091.0598
Random RewiringInitialization approach=Random2025.091.0706
PIDM-DPObservation Density=10%, Number of Trials=102026.052.1904
GRU-ODEObservation Density=10%, Number of Trials=102026.052.3528
CSDIObservation Density=10%, Number of Trials=102026.0585.0585
ESNObservation Density=10%, Number of Trials=102026.05112.9346