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From Walks to Skeletons: A Reusable Transport Architecture for Interactive Monte Carlo PDE Solvers
arXiv cs.GR0 views
arXiv:2610.36931v1 Announce Type: new Abstract: Walk-on-Spheres (WoS) enables mesh-free solutions of elliptic PDEs, but conventional methods repeatedly discard sampled trajectories, limiting their efficiency in interactive applications. We introduce reusable transport skeletons, a persistent representation that organizes stochastic walks into a shared computational graph. Our framework enables efficient reuse across spatial queries and boundary conditions, while supporting progressive refinement, structure-preserving compression, and local adaptation to dynamic geometry. It further enables interactive editing of transport between selected regions. Experiments demonstrate substantial computational savings while preserving solution accuracy. By transforming transient stochastic trajectories into reusable transport structures, our method provides a flexible foundation for interactive Monte Carlo PDE solving.
Source:https://arxiv.org/abs/2610.36931PreviousVISTA: Differentiable Viewpoint Planning for Long-Horizon Task VisualizationNextTotal Deformation-based MPM for Perfectly Elastic Solid Simulation with Strong Deformations
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