BoyuanChen / neural-state-variablesLinks
☆178Updated 3 years ago
Alternatives and similar repositories for neural-state-variables
Users that are interested in neural-state-variables are comparing it to the libraries listed below
Sorting:
- ☆373Updated 4 years ago
- ☆67Updated last year
- Hundreds of strange attractors☆496Updated last month
- Linear and non-linear spectral forecasting algorithms☆137Updated 4 years ago
- Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.☆81Updated 6 months ago
- Transformers for modeling physical systems☆144Updated 2 years ago
- Lagrangian Neural Networks☆517Updated last month
- Code for paper "Multiple Physics Pretraining for Physical Surrogate Models☆177Updated 10 months ago
- Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…☆69Updated last year
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆79Updated 2 years ago
- Code for the paper "Learning Differential Equations that are Easy to Solve"☆284Updated 3 years ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆96Updated 2 years ago
- ☆73Updated 5 years ago
- A living benchmark framework for symbolic regression☆275Updated last week
- Code for our paper "Hamiltonian Neural Networks"☆486Updated 4 years ago
- Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting☆48Updated last year
- Turning SymPy expressions into PyTorch modules.☆151Updated 2 years ago
- Code for "Discovering Symbolic Models from Deep Learning with Inductive Biases"☆765Updated last year
- Equation Learner, a neural network approach to symbolic regression☆83Updated last year
- Code for the paper "Next Generation Reservoir Computing"☆185Updated 4 years ago
- neural networks to learn Koopman eigenfunctions☆439Updated last year
- ☆166Updated last year
- PySensors is a Python package for sparse sensor placement☆105Updated last week
- Discovers high dimensional models from 1D data using deep delay autoencoders☆37Updated 2 years ago
- ☆35Updated 2 years ago
- Numerical integration in arbitrary dimensions on the GPU using PyTorch / TF / JAX☆209Updated 2 months ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆59Updated 3 years ago
- ☆112Updated 4 years ago
- Embed strange attractors using a regularizer for autoencoders☆133Updated 4 years ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆47Updated last year