samuelkim314 / DeepSymRegLinks
Official repository for the paper "Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery"
☆74Updated 2 years ago
Alternatives and similar repositories for DeepSymReg
Users that are interested in DeepSymReg are comparing it to the libraries listed below
Sorting:
- PyTorch implementation of the EQL network, a neural network for symbolic regression☆41Updated 4 years ago
- Source code and Dataset creation for the paper "Neural Symbolic Regression That Scales"☆91Updated 3 years ago
- Equation Learner, a neural network approach to symbolic regression☆79Updated 9 months ago
- SR based on LLMs.☆106Updated 2 years ago
- [NeurIPS 2023] This is the official code for the paper "TPSR: Transformer-based Planning for Symbolic Regression"☆70Updated 7 months ago
- Symbolic regression is the task of identifying a mathematical expression that best fits a provided dataset of input and output values. In…☆49Updated 3 years ago
- [ICML 2024] Official Pytorch implementation of the paper "A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions…☆19Updated this week
- A living benchmark framework for symbolic regression☆259Updated last month
- Symbolic physics learner: Discovering governing equations via Monte Carlo tree search☆24Updated 2 years ago
- ☆29Updated 2 years ago
- Multi-fidelity Bayesian Optimization via Deep Neural Nets☆30Updated 4 years ago
- Interpretable machine learning (symbolic regression) using Genetic programming/Gene expression programming and Sparse regression used …☆33Updated 4 years ago
- [DMLR] Rethinking Symbolic Regression Datasets and Benchmarks for Scientific Discovery☆33Updated last year
- Deep Generative Symbolic Regression Code☆24Updated last year
- Deep identification of symbolic open-form PDEs via enhanced reinforcement-learning☆37Updated 6 months ago
- Tensorflow implementation of equation learner☆32Updated 4 years ago
- Deep Bayesian Optimization for Problems with High-Dimensional Structure☆16Updated 2 years ago
- ☆18Updated last year
- Symbolic genetic algorithm for discovering open-form partial differential equations☆40Updated 3 years ago
- ☆22Updated last month
- A computational framework for finding symbolic expressions from physical datasets.☆61Updated 2 years ago
- ☆63Updated 10 months ago
- [ICLR 2023] This repository contains the official Pytorch implementation for the paper "Transformer-based model for symbolic regression v…☆21Updated last month
- An open source python library for non-linear piecewise symbolic regression based on Genetic Programming☆32Updated last year
- Neural Stochastic PDEs: resolution-invariant modelling of continuous spatiotemporal dynamics☆52Updated 2 years ago
- Symplectic Recurrent Neural Networks☆28Updated 2 years ago
- Transformers for modeling physical systems☆140Updated last year
- A deep learning framework for symbolic optimization.☆655Updated 5 months ago
- ☆21Updated 2 years ago
- ☆30Updated 4 years ago