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PDE Solving on KdV

0.0001RMSEGP-HM
-0.003590.0212790.0461470.071016May 12, 2026

Evaluation results

MethodLinks
GP-HMParam=Grid=100^22026.050.0001———
MetaCollocParam=H=10242026.050.0001———
MetaCollocParam=H=5122026.050.0002———
MetaCollocParam=H=2562026.050.0002———
MetaCollocParam=H=1282026.050.0026———
PINN DCGDParam=H=5122026.050.0167———
ConFIGParam=H=5122026.050.0174———
PINN DCGDParam=H=2562026.050.021———
ConFIGParam=H=10242026.050.0225———
ConFIGParam=H=2562026.050.0274———
PINN DCGDParam=H=1282026.050.0336———
ConFIGParam=H=1282026.050.037———
PINN DCGDParam=H=10242026.050.0439———
PINN L-BFGSParam=H=5122026.050.0469———
PINN L-BFGSParam=H=2562026.050.0626———
PINN L-BFGSParam=H=1282026.050.0707———
PINN L-BFGSParam=H=10242026.050.0922———
HOPSSNumber of Training Instances=10002025.10—1,0800.00170.036
HOPSSNumber of Training Instances=100002025.10—1,0900.00980.038
TraditionNumber of Training Instances=10002025.10—2,1600.00870.031