2 papers
cs.LG2026
Latent-Variable Learning of SPDEs via Wiener Chaos
Sebastian Zeng, Andreas Petersson, Wolfgang Bock
We study the problem of learning the law of linear stochastic partial differential equations (SPDEs) with additive Gaussian forcing from spatiotemporal observations. Most existing…
cs.LG2024
Neural Persistence Dynamics
Sebastian Zeng, Florian Graf, Martin Uray +2
We consider the problem of learning the dynamics in the topology of time-evolving point clouds, the prevalent spatiotemporal model for systems exhibiting collective behavior, such…