OnlyDense learns neural basis functions to approximate particle system states in a low-dimensional linear Hilbert subspace, unifying projection-based ROM with deep learning for accurate SPH dynamics modeling with 32 bases at R²>0.99.
Latent-space Dynamics for Reduced Deformable Simulation
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
OnlyDense: Reduced-Order Modeling for Lagrangian simulation
OnlyDense learns neural basis functions to approximate particle system states in a low-dimensional linear Hilbert subspace, unifying projection-based ROM with deep learning for accurate SPH dynamics modeling with 32 bases at R²>0.99.