MilesCranmer / symbolic_deep_learningView external linksLinks
Code for "Discovering Symbolic Models from Deep Learning with Inductive Biases"
☆776Nov 20, 2023Updated 2 years ago
Alternatives and similar repositories for symbolic_deep_learning
Users that are interested in symbolic_deep_learning are comparing it to the libraries listed below
Sorting:
- High-Performance Symbolic Regression in Python and Julia☆3,359Feb 5, 2026Updated last week
- ☆737Jul 9, 2024Updated last year
- A deep learning framework for symbolic optimization.☆706Jan 23, 2026Updated 3 weeks ago
- Lagrangian Neural Networks☆539Sep 24, 2025Updated 4 months ago
- Official repository for the paper "Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery"☆76Mar 24, 2023Updated 2 years ago
- Distributed High-Performance Symbolic Regression in Julia☆760Updated this week
- PyTorch implementation of the EQL network, a neural network for symbolic regression☆42Apr 14, 2021Updated 4 years ago
- Differentiable SDE solvers with GPU support and efficient sensitivity analysis.☆1,705Dec 30, 2024Updated last year
- Deep Learning for Symbolic Mathematics☆554Sep 1, 2021Updated 4 years ago
- A package for the sparse identification of nonlinear dynamical systems from data☆1,748Feb 6, 2026Updated last week
- A living benchmark framework for symbolic regression☆292Oct 21, 2025Updated 3 months ago
- ☆112May 17, 2021Updated 4 years ago
- A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods☆1,553May 2, 2024Updated last year
- SR based on LLMs.☆127Nov 13, 2022Updated 3 years ago
- Fast and Easy Infinite Neural Networks in Python☆2,374Mar 1, 2024Updated last year
- Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.☆6,338Apr 4, 2025Updated 10 months ago
- Equation Learner, a neural network approach to symbolic regression☆84Sep 24, 2024Updated last year
- This repository contains implementations and illustrative code to accompany DeepMind publications☆14,684Feb 5, 2026Updated last week
- Learning in infinite dimension with neural operators.☆3,390Jan 12, 2026Updated last month
- Links to works on deep learning algorithms for physics problems, TUM-I15 and beyond☆1,869Oct 10, 2025Updated 4 months ago
- A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical…☆1,517Sep 13, 2024Updated last year
- Hopfield Networks is All You Need☆1,897Apr 23, 2023Updated 2 years ago
- Differentiable convex optimization layers☆2,054Feb 5, 2026Updated last week
- ☆30Jun 7, 2018Updated 7 years ago
- Source code and Dataset creation for the paper "Neural Symbolic Regression That Scales"☆108Sep 2, 2025Updated 5 months ago
- Code for the paper "Predictive Coding Approximates Backprop along Arbitrary Computation Graphs"☆168Nov 23, 2020Updated 5 years ago
- Data-driven Identification of 2D Partial Differential Equations using Extracted Physical Features☆12Apr 23, 2021Updated 4 years ago
- Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.☆470Sep 4, 2025Updated 5 months ago
- Differentiable, Hardware Accelerated, Molecular Dynamics☆1,372Jan 23, 2026Updated 3 weeks ago
- A Graph Neural Network Library in Jax☆1,463Mar 18, 2024Updated last year
- Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/☆1,898Updated this week
- Benchmark for learning stiff problems using physics-informed machine learning☆12Dec 15, 2021Updated 4 years ago
- Genetic Programming in Python, with a scikit-learn inspired API☆1,809Jan 10, 2026Updated last month
- A differentiable PDE solving framework for machine learning☆1,806Feb 6, 2026Updated last week
- [NeurIPS 2020] Neural Manifold Ordinary Differential Equations (https://arxiv.org/abs/2006.10254)☆125Jul 6, 2023Updated 2 years ago
- Optax is a gradient processing and optimization library for JAX.☆2,177Updated this week
- Physical Symbolic Optimization☆1,956Updated this week
- Graph Neural Network Library for PyTorch☆23,469Updated this week
- [NeurIPS'19] Deep Equilibrium Models☆792Jul 4, 2022Updated 3 years ago