DAS-PINNs uses normalizing flows to adaptively sample collocation points based on PDE residuals in unified spacetime domains for high-dimensional time-dependent PDEs.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
math.NA 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
DAS-PINNs for high-dimensional partial differential equations: extending deep adaptive sampling to spacetime domains
DAS-PINNs uses normalizing flows to adaptively sample collocation points based on PDE residuals in unified spacetime domains for high-dimensional time-dependent PDEs.