cselab / LED
☆19Updated 2 years ago
Alternatives and similar repositories for LED:
Users that are interested in LED are comparing it to the libraries listed below
- SymDer: Symbolic Derivative Approach to Discovering Sparse Interpretable Dynamics from Partial Observations☆18Updated 2 years ago
- Refining continuous-in-depth neural networks☆39Updated 3 years ago
- ☆21Updated 4 years ago
- ☆11Updated 3 years ago
- Learning Dynamical Systems that Generalize Across Environments☆20Updated 3 years ago
- ☆13Updated last year
- ☆14Updated 4 years ago
- Generalizing to New Physical Systems via Context-Informed Dynamics Model☆22Updated 9 months ago
- ☆26Updated 3 years ago
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆28Updated 2 years ago
- Neural Galerkin☆15Updated last year
- The code enables to perform Bayesian inference in an efficient manner through the use of Hamiltonian Neural Networks (HNNs), Deep Neural …☆14Updated 2 years ago
- Code for the paper "Rational neural networks", NeurIPS 2020☆28Updated 4 years ago
- PDE-VAE: Variational Autoencoder for Extracting Interpretable Physical Parameters from Spatiotemporal Systems using Unsupervised Learning☆34Updated 3 years ago
- Source code for deep learning-based reduced order models in cardiac electrophysiology. Available on doi.org/10.1371/journal.pone.0239416.☆15Updated last year
- Learning with Higher Expressive Power than Neural Networks (On Learning PDEs)☆15Updated 4 years ago
- ☆11Updated 3 years ago
- The public repository about our joint FINN research project☆36Updated 2 years ago
- ☆15Updated 6 months ago
- ☆27Updated 8 months ago
- ☆27Updated 6 years ago
- Neural Stochastic PDEs: resolution-invariant modelling of continuous spatiotemporal dynamics☆49Updated 2 years ago
- Generative Learning for Forecasting the Dynamics of High Dimensional Complex Systems☆20Updated 4 months ago
- Pytorch implementation of the DeepMoD algorithm: [arXiv:1904.09406]☆32Updated last year
- A tool for generating PDEs ground truth datasets from ARCSim, FEniCS and SU2☆35Updated 3 years ago
- ☆34Updated 4 years ago
- ☆35Updated last year
- Accompanying code for "Weak form generalized Hamiltonian learning"☆9Updated 4 years ago
- Code repository for the paper "Learning partial differential equations for biological transport models from noisy spatiotemporal data"☆10Updated 5 years ago
- PyTorch implementation of GMLS-Nets. Machine learning methods for scattered unstructured data sets. Methods for learning differential op…☆25Updated last year