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ResearchFormerly WizWand

PDF approximation and error bound estimation of SDE states

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Time-varying Ornstein-Uhlenbeck (OU) 10D

PINN error bounds framework

803Time (p̂)

1

Mar 4, 2026

3D Time-varying Ornstein-Uhlenbeck (OU)

PINN error bounds framework

267Time (p̂)

1

Mar 4, 2026

2D Inverted Pendulum

PINN error bounds framework

45,409Time (p)

1

Mar 4, 2026

1D Nonlinear system

PINN error bounds framework

37,634Time (M.C.)

1

Mar 4, 2026

7D Time-varying Ornstein-Uhlenbeck (OU)

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—Primary metric

0

Mar 4, 2026