EquiReg: Equivariance Regularized Diffusion for Inverse Problems
cs.LG, cs.AI
Submitted: 2025-05-29
Updated: 2026-08-30
Code: https://github.com/LituRout/PSLD
Project page: https://ml4physicalsciences.github.io/2024/files/NeurIPS_ML4PS_2024_253.pdf
Terminology
Sources
- Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges
- Auto-Encoding Variational Bayes
- Neural Operator: Learning Maps Between Function Spaces
- Generative Latent Neural PDE Solver using Flow Matching
- Fourier Neural Operator for Parametric Partial Differential Equations
- GenPhys: From Physical Processes to Generative Models
- Amortized Posterior Sampling with Diffusion Prior Distillation
- Tensor field networks: Rotation- and translation-equivariant neural networks for 3D point clouds
- STeP: A Framework for Solving Scientific Video Inverse Problems with Spatiotemporal Diffusion Priors
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