2 papers
cs.LG2026
SUNLayer: Stable denoising with generative networks
Ruhui Jin, Dustin G. Mixon, Soledad Villar
Deep neural networks are often used to implement powerful generative models for real-world data. Notable applications include image denoising, as well as other classical inverse pr…
cs.LG2024
Equivariant geometric convolutions for emulation of dynamical systems
Wilson G. Gregory, David W. Hogg, Ben Blum-Smith +3
Machine learning methods are increasingly being employed as surrogate models in place of computationally expensive and slow numerical integrators for a bevy of applications in the…