MilesCranmer / symbolic_deep_learning
Code for "Discovering Symbolic Models from Deep Learning with Inductive Biases"
☆725Updated last year
Related projects ⓘ
Alternatives and complementary repositories for symbolic_deep_learning
- ☆646Updated 4 months ago
- A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods☆1,399Updated 6 months ago
- Lagrangian Neural Networks☆465Updated 4 months ago
- High-Performance Symbolic Regression in Python and Julia☆2,427Updated this week
- A deep learning framework for symbolic optimization.☆593Updated last year
- A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical…☆1,346Updated 2 months ago
- A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, i…☆702Updated 4 months ago
- Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/☆1,445Updated this week
- Code for our paper "Hamiltonian Neural Networks"☆426Updated 3 years ago
- Jupyter notebook with Pytorch implementation of Neural Ordinary Differential Equations☆692Updated 8 months ago
- A Graph Neural Network Library in Jax☆1,376Updated 8 months ago
- ☆409Updated last month
- Tensorflow implementation of Ordinary Differential Equation Solvers with full GPU support☆218Updated 4 years ago
- Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)☆627Updated 2 years ago
- Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.☆421Updated last year
- Pytorch implementation of Augmented Neural ODEs☆532Updated last year
- Deep Learning for Symbolic Mathematics☆530Updated 3 years ago
- More than a hundred strange attractors☆420Updated this week
- Code for the paper "Learning Differential Equations that are Easy to Solve"☆270Updated 2 years ago
- PDEBench: An Extensive Benchmark for Scientific Machine Learning☆765Updated last week