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GitHub topics: symbolic-regression

MilesCranmer/PySR

High-Performance Symbolic Regression in Python and Julia

Language: Python - Size: 5 MB - Last synced at: 4 days ago - Pushed at: 12 days ago - Stars: 2,750 - Forks: 245

NISL-MSU/MultiSetSR

Decomposable Neuro-evolutionary Symbolic Regression

Language: Python - Size: 916 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 2 - Forks: 0

MilesCranmer/SymbolicRegression.jl

Distributed High-Performance Symbolic Regression in Julia

Language: Julia - Size: 7.22 MB - Last synced at: about 2 hours ago - Pushed at: 8 days ago - Stars: 686 - Forks: 102

EMI-Group/evogp

A GPU-accelerated library for Tree-based Genetic Programming, leveraging PyTorch and custom CUDA kernels for high-performance evolutionary computation. It supports symbolic regression, classification, and policy optimization with advanced features like multi-output trees and benchmark tools.

Language: Python - Size: 8.4 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 55 - Forks: 8

smeznar/BED

A repository for the Behaviour-aware Equation distance measure

Language: Shell - Size: 9.64 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 1 - Forks: 0

GongJr0/MacroSim

MacroSim is a symbolic regression based equation discovery and iterative simulation library.

Language: Python - Size: 3.2 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0

morinim/ultra

Framework for Evolutionary Algorithms

Language: C++ - Size: 3.63 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 7 - Forks: 1

heal-research/pyoperon

Python bindings and scikit-learn interface for the Operon library for symbolic regression.

Language: C++ - Size: 908 KB - Last synced at: 7 days ago - Pushed at: 15 days ago - Stars: 50 - Forks: 14

trevorstephens/gplearn

Genetic Programming in Python, with a scikit-learn inspired API

Language: Python - Size: 7.62 MB - Last synced at: 11 days ago - Pushed at: over 1 year ago - Stars: 1,670 - Forks: 298

WassimTenachi/PhySO

Physical Symbolic Optimization

Language: Python - Size: 179 MB - Last synced at: 11 days ago - Pushed at: 14 days ago - Stars: 1,866 - Forks: 259

heal-research/operon

C++ Large Scale Genetic Programming

Language: C++ - Size: 21.6 MB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 161 - Forks: 30

merlerm/In-Context-Symbolic-Regression

Official code implementation for the ACL 2024 Student Research Workshop paper "In-Context Symbolic Regression: Leveraging Large Language Models for Function Discovery"

Language: Python - Size: 1.06 MB - Last synced at: 5 days ago - Pushed at: 7 months ago - Stars: 11 - Forks: 1

hftsoi/symbolfit

Automatic parametric modeling with symbolic regression

Language: Python - Size: 86.3 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 42 - Forks: 3

SciML/SymbolicNumericIntegration.jl

SymbolicNumericIntegration.jl: Symbolic-Numerics for Solving Integrals

Language: Julia - Size: 3.74 MB - Last synced at: 1 day ago - Pushed at: 5 months ago - Stars: 127 - Forks: 12

kahlmeyer94/DAG_search

UDFS: Systematically searching the space of small directed, acyclic graphs (DAGs).

Language: Jupyter Notebook - Size: 24.7 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 6 - Forks: 0

marcovirgolin/genepro

A baseline implementation of genetic programming (using trees to encode programs) with some examples of usage.

Language: Python - Size: 9.13 MB - Last synced at: 11 days ago - Pushed at: 9 months ago - Stars: 33 - Forks: 7

RL-MLDM/alphagen

Generating sets of formulaic alpha (predictive) stock factors via reinforcement learning.

Language: Python - Size: 309 KB - Last synced at: 21 days ago - Pushed at: 4 months ago - Stars: 665 - Forks: 213

twhughes/Symbolic-Regression

predicting equations from raw data with deep learning

Language: Python - Size: 7.79 MB - Last synced at: 10 days ago - Pushed at: over 6 years ago - Stars: 57 - Forks: 10

SymbolicML/DynamicExpressions.jl

Ridiculously fast symbolic expressions

Language: Julia - Size: 3.7 MB - Last synced at: 11 days ago - Pushed at: 17 days ago - Stars: 117 - Forks: 15

maxreiss123/GeneExpressionProgramming.jl

Gene Expression Programming for symbolic regression in Julia

Language: Julia - Size: 3.58 MB - Last synced at: 12 days ago - Pushed at: 27 days ago - Stars: 1 - Forks: 0

janoPig/HROCH

Extremly fast c++/python symbolic regression library based on parallel local search.

Language: Python - Size: 15.4 MB - Last synced at: 21 days ago - Pushed at: 7 months ago - Stars: 16 - Forks: 0

omron-sinicx/srsd-benchmark

[DMLR] Rethinking Symbolic Regression Datasets and Benchmarks for Scientific Discovery

Language: Python - Size: 106 KB - Last synced at: 18 days ago - Pushed at: about 1 year ago - Stars: 33 - Forks: 8

rouyang2017/SISSO

A data-driven method combining symbolic regression and compressed sensing for accurate & interpretable models.

Language: Fortran - Size: 3.88 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 273 - Forks: 86

FrederikBornemann/SyReAL

Symbolic Regression and Active Learning

Language: Jupyter Notebook - Size: 30.9 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

arabiaweather/athena

Automatic equation building and curve fitting. Runs on Tensorflow. Built for academia and research.

Language: Jupyter Notebook - Size: 480 KB - Last synced at: 28 days ago - Pushed at: over 2 years ago - Stars: 68 - Forks: 11

Ambrosys/glyph 📦

a python 3 library based on deap providing abstraction layers for symbolic regression problems.

Language: Python - Size: 546 KB - Last synced at: 8 days ago - Pushed at: over 3 years ago - Stars: 93 - Forks: 16

PaulsonLab/TorchSISSO

Language: Python - Size: 11.4 MB - Last synced at: 29 days ago - Pushed at: about 2 months ago - Stars: 16 - Forks: 1

Happy-Algorithms-League/hal-cgp

Cartesian genetic programming (CGP) in pure Python.

Language: Python - Size: 10.4 MB - Last synced at: 4 days ago - Pushed at: about 1 year ago - Stars: 32 - Forks: 11

pprp/Pruner-Zero

Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for LLMs

Language: Python - Size: 1.07 MB - Last synced at: 13 days ago - Pushed at: 5 months ago - Stars: 80 - Forks: 6

ArmanDuha8/machine-learning-threshold-displacement-energy-dataset

Public dataset and analysis scripts from the manuscript "Machine Learning-Driven Analytical Models for Threshold Displacement Energy Prediction in Materials." Includes data for monoatomic and polyatomic materials, metadata, and example workflows for analysis and visualization.

Language: Python - Size: 441 KB - Last synced at: 10 days ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

psaegert/flash-ansr

Fast Amortized Neural Symbolic Regression with Transformers and without SymPy

Language: Python - Size: 83.8 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 1 - Forks: 0

ShuhuaGao/geppy

A framework for gene expression programming (an evolutionary algorithm) in Python

Language: Python - Size: 8.36 MB - Last synced at: 11 days ago - Pushed at: about 1 month ago - Stars: 211 - Forks: 74

Suezhaobing/Suezhaobing

Simple description for me. Welcome to contact me in email.

Size: 7.81 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

deep-symbolic-mathematics/LLM-SR

[ICLR 2025 Oral] This is the official repo for the paper "LLM-SR" on Scientific Equation Discovery and Symbolic Regression with Large Language Models

Language: Python - Size: 8.86 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 71 - Forks: 8

cpml-au/AlpineGP

Symbolic regression of physical models via Genetic Programming.

Language: Python - Size: 11.7 MB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 6 - Forks: 4

Smantii/sr_rom

Symbolic Regression for Reduced Order Modeling

Language: Python - Size: 315 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

x66ccff/SymbolicRegressionGPU.jl Fork of MilesCranmer/SymbolicRegression.jl

PSRN (Parallel Symbolic Regression Network) enhanced SymbolicRegression.jl via fast, large-scale parallel symbolic evaluations on GPUs

Language: Julia - Size: 14.6 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 5 - Forks: 0

chen0040/cpp-linear-genetic-programming

Package provides C++ implementation of linear genetic programming algorithm

Language: C++ - Size: 48.7 MB - Last synced at: 19 days ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 2

davideferrari92/multiobjective_symbolic_regression

This is a Python library that implements a Multi-objective Symbolic Regression algorithm. It can be used as a Machine Learning algorithm to create predictive models in the form of mathematical expressions.

Language: Python - Size: 1.1 MB - Last synced at: 15 days ago - Pushed at: 6 months ago - Stars: 17 - Forks: 5

smeznar/SymbolicRegressionToolkit

Toolkit for symbolic regression/equation discovery

Language: Python - Size: 93.2 MB - Last synced at: 10 days ago - Pushed at: 3 months ago - Stars: 5 - Forks: 0

KenWuqianghao/Transformer-SR-Benchmarks

Benchmarking pipeline for some transformer based symbolic regression models

Language: Python - Size: 20.3 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

marcovirgolin/SimpleGP

Simple Genetic Programming for Symbolic Regression in Python3

Language: Python - Size: 80.1 KB - Last synced at: about 1 month ago - Pushed at: about 3 years ago - Stars: 25 - Forks: 14

Stee-T/NARMAX

Machine learning library for symbolic fitting: the unknown system/function is described via NARMAX algebraic expressions being linear combinations of arbitrary non-linear terms provided by the user (like 0.2x²+0.7sin(x) or x[k-1]*y[k-4]^2).

Language: Python - Size: 880 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 4 - Forks: 0

juangamella/causal-chamber-paper

Code to reproduce the case studies of the 2024 paper "The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology" by Juan L. Gamella, Jonas Peters and Peter Bühlmann.

Language: Jupyter Notebook - Size: 26.7 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 12 - Forks: 0

EC-KitY/EC-KitY

EC-KitY: A scikit-learn-compatible Python tool kit for doing evolutionary computation.

Language: Python - Size: 4.88 MB - Last synced at: 10 days ago - Pushed at: 3 months ago - Stars: 93 - Forks: 18

heal-research/HEAL.NonlinearRegression

Fit and evaluate nonlinear regression models.

Language: C# - Size: 933 KB - Last synced at: 4 months ago - Pushed at: 5 months ago - Stars: 3 - Forks: 0

uob-positron-imaging-centre/MED

Autonomously driving equation discovery, from the micro to the macro, from laptops to supercomputers.

Language: Python - Size: 761 KB - Last synced at: 9 days ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 1

deep-symbolic-mathematics/TPSR

[NeurIPS 2023] This is the official code for the paper "TPSR: Transformer-based Planning for Symbolic Regression"

Language: Python - Size: 20.6 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 51 - Forks: 13

deep-symbolic-mathematics/Multimodal-Symbolic-Regression

[ICLR 2024 Spotlight] SNIP on Symbolic Regression: Deep Symbolic Regression with Multimodal Pretraining

Language: Python - Size: 1.29 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 12 - Forks: 3

deep-symbolic-mathematics/Multimodal-Math-Pretraining

[ICLR 2024 Spotlight] This is the official code for the paper "SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training"

Language: Python - Size: 989 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 42 - Forks: 5

Smantii/symbolic_mbrl

Symbolic Model-Based Reinforcement Learning

Language: Python - Size: 1.98 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

VITA-Group/DiffSES

[TPAMI] "Symbolic Visual Reinforcement Learning: A Scalable Framework with Object-Level Abstraction and Differentiable Expression Search", Wenqing Zheng*, S P Sharan*, Zhiwen Fan, Kevin Wang, Yihan Xi, Atlas Wang

Language: Python - Size: 67.1 MB - Last synced at: 3 days ago - Pushed at: over 2 years ago - Stars: 15 - Forks: 1

pySRURGS/pySRURGS

Symbolic regression by uniform random global search

Language: Python - Size: 8.57 MB - Last synced at: about 7 hours ago - Pushed at: almost 2 years ago - Stars: 13 - Forks: 3

janoPig/sr_core

C++ symbolic regression core

Language: C++ - Size: 367 KB - Last synced at: about 2 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

heal-research/HeuristicLab

HeuristicLab - An environment for heuristic and evolutionary optimization

Language: C# - Size: 545 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 39 - Forks: 16

vinpap/symbolic-learn

A symbolic regression model

Language: Cython - Size: 216 KB - Last synced at: 3 days ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 0

chen0040/java-genetic-programming

Genetic-programming framework for various genetic programming paradigms such as linear genetic programming, tree genetic programming, gene expression programming, etc

Language: Java - Size: 334 KB - Last synced at: 19 days ago - Pushed at: almost 8 years ago - Stars: 10 - Forks: 8

bmahe/Genetics4J

Mirror - Genetics Algorithms and Genetic Programming library. https://genetics4j.org

Language: Java - Size: 15.1 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

MaxHalford/xgp

:crystal_ball: Symbolic regression library

Language: Go - Size: 2.27 MB - Last synced at: 7 days ago - Pushed at: over 6 years ago - Stars: 61 - Forks: 3

dlr-wf/crack_tip_correction_symbolic_regression

Using deep symbolic regression for the discovery of a causal relationship between Williams coefficients and crack tip position using PhySO

Language: Python - Size: 4.51 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 2 - Forks: 0

morinim/vita

Vita - Genetic Programming Framework

Language: C++ - Size: 15.4 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 35 - Forks: 6

HaohanZou/CoNSAL

Official implementation of CoNSAL for analytical Lyapunov function discovery

Language: Python - Size: 1.15 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

ogeagla/closyr

A symbolic regression tool written in Clojure

Language: Clojure - Size: 8.72 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

marcovirgolin/gpg

Re-implementation of GP-GOMEA that attempts to be simpler to understand and use than the original.

Language: C++ - Size: 431 KB - Last synced at: 11 months ago - Pushed at: 12 months ago - Stars: 9 - Forks: 1

Jepi1202/master_thesis

GNN and symbolic regression applied for active matter

Language: Jupyter Notebook - Size: 215 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

Spandan2308/PySR-for-Stellar-AM-and-Luminosity

A mathematical relation of the temperature, radius and luminosity with the Absolute Magnitude of a given star is derived using PySR library. Instead of building deep neural networks or complex ML algorithms, PySR simply tries to built mathematical expressions that best describe the relationship between variables in a dataset.

Language: Jupyter Notebook - Size: 162 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

alucantonio/AlpineGP

Symbolic regression of physical models via Genetic Programming.

Language: Python - Size: 11.5 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

chiamp/symbolic-regression-gradient-descent

Experimenting with symbolic regression via gradient descent using neural networks

Language: Python - Size: 195 KB - Last synced at: about 1 month ago - Pushed at: almost 4 years ago - Stars: 4 - Forks: 0

ches-001/symbolic-regression

end-to-end implementation of symbolic regression with expression trees and genetic optimization algorithm.

Language: Python - Size: 0 Bytes - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

chen0040/cs-linear-genetic-programming

Linear Genetic Programming implemented in C#

Language: C# - Size: 424 KB - Last synced at: 8 days ago - Pushed at: over 7 years ago - Stars: 4 - Forks: 3

Kelvin229/deap_genetic_programming

Using Genetic programming, an Evolutionary Algorithm, to solve and research the problem of Symbolic regression analysis and Rice Classification.

Language: Python - Size: 998 KB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

ld-ing/plexicase

Probabilistic Lexicase Selection, GECCO 2023

Language: Python - Size: 304 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

jetnew/symbolic-function-approximator

Symbolic function approximator aims to generate a function using a genetic algorithm to approximate a data distribution using the symbolic paradigm with programming logic.

Language: Python - Size: 15.6 KB - Last synced at: 12 months ago - Pushed at: over 5 years ago - Stars: 7 - Forks: 1

SouptikMajumdar/GrammarVAE

This repository contains the implementation for grammar constrained VAEs for arithmetic equation generation for AI LAB (University of Stuttgart)

Language: Jupyter Notebook - Size: 166 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

ahmedmalaa/Symbolic-Metamodeling

Codebase for "Demystifying Black-box Models with Symbolic Metamodels", NeurIPS 2019.

Language: Jupyter Notebook - Size: 1.88 MB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 47 - Forks: 23

jorge-martinez-gil/transfer-learning-symreg

Transfer learning for semantic similarity measures based on symbolic regression

Language: Java - Size: 83 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

HSaurabh0919/tacos

Symbolic Regression, Multi Processing, Federated Learning, Graphs

Language: Jupyter Notebook - Size: 4.42 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

jhklarcher/genetic-programming

Experimental Python implementation of genetic programming for symbolic regression.

Language: Python - Size: 12.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

praksharma/Sparse-System-Identification

This work presents the application of machine learning models in order to obtain a sparse governing equation of complex fluid dynamics problems.

Language: MATLAB - Size: 22.9 MB - Last synced at: 11 months ago - Pushed at: over 4 years ago - Stars: 5 - Forks: 1

omron-sinicx/transformer4sr

[NeurIPS 2023 AI4Science] "A Transformer Model for Symbolic Regression towards Scientific Discovery"

Language: Python - Size: 171 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

Aequor29/Symbolic-Regression

A Genetic Programing implementation for Symbolic Regression

Language: Python - Size: 823 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Atashnezhad/Machine-learning-to-develop-PDC-ROP-model

Symbolic Regression is used for developing ROP model.

Language: Jupyter Notebook - Size: 3.86 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 0

A-Streitenberger/easyFastGP

Base implementation of genetic programming in Python with memory-efficient tree representation and usage of Numba for better performance.

Language: Python - Size: 692 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

tailintalent/AI_physicist

AI Physicist, a paradigm with algorithms for learning theories from data, by Wu and Tegmark (2019)

Language: Python - Size: 474 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 29 - Forks: 8

lirfu/EvolvingActivationFunctions

Framework for neuroevolution of output functions

Language: Jupyter Notebook - Size: 83.9 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 6 - Forks: 0

aga11313/symbic

Language: Python - Size: 26.4 KB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0

Ohjeah/cartesian

a lightweight implementation of Cartesian genetic programming with symbolic regression in mind.

Language: Python - Size: 157 KB - Last synced at: 12 months ago - Pushed at: about 5 years ago - Stars: 22 - Forks: 4

smeznar/HVAE

An approach for embedding hierarhical structures into a continuous vector space using variational autoencoders.

Language: Python - Size: 7.91 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 15 - Forks: 3

lagodiuk/genetic-programming

Symbolic regression solver, based on genetic programming methodology.

Language: Java - Size: 2.83 MB - Last synced at: over 1 year ago - Pushed at: almost 10 years ago - Stars: 117 - Forks: 28

patrickm663/localglmnet.jl

This is a WIP implementation of Richman & Wüthrich (2022) using Julia's Flux.jl + CUDA.jl

Language: Julia - Size: 2.89 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

mojivalipour/symbolicgpt

Symbolic regression is the task of identifying a mathematical expression that best fits a provided dataset of input and output values. In this work, we present SymbolicGPT, a novel transformer-based language model for symbolic regression.

Language: Python - Size: 37.9 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 24 - Forks: 5

heal-research/HEAL.CFR

Continued Fraction Regression for .NET

Language: C# - Size: 118 KB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

jansvoboda11/gram-math

Symbolic regression using Gram library.

Language: C++ - Size: 28.3 KB - Last synced at: over 1 year ago - Pushed at: almost 8 years ago - Stars: 2 - Forks: 1

caiozanatelli/SymbolicRegression

A Genetic Programming approach in order to solve the Symbolic Regression problem.

Language: Python - Size: 1.53 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 3 - Forks: 0

samuelkim314/DeepSymReg

Official repository for the paper "Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery"

Language: Python - Size: 46.9 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 51 - Forks: 20

ronaldosvieira/sym-reg

Simple symbolic regression with genetic programming

Language: Python - Size: 104 KB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0

folivetti/ITSR

Greedy Tree Search for Symbolic Regression (SymTree)

Language: Jupyter Notebook - Size: 24.9 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 0

Decadz/Genetic-Programming-with-Rademacher-Complexity

Code for the GP-RC algorithm presented in "Genetic Programming with Rademacher Complexity for Symbolic Regression" (IEEE CEC2019). Paper Link: https://ieeexplore.ieee.org/document/8790341

Language: Python - Size: 35.1 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 4

moshesipper/Evolutionary-SR

Binary and Multinomial Classification through Evolutionary Symbolic Regression

Language: Python - Size: 26.4 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 0

Pendulun/SymbolicRegression

First practical work for the Natural Computing class at UFMG

Language: Jupyter Notebook - Size: 12 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

Related Keywords
symbolic-regression 136 genetic-programming 54 machine-learning 47 python 21 genetic-algorithm 20 evolutionary-algorithms 16 equation-discovery 13 deep-learning 13 evolutionary-computation 10 classification 8 explainable-ai 8 julia 7 genetic-algorithms 7 scikit-learn 6 reinforcement-learning 6 regression 6 artificial-intelligence 5 symbolic-computation 5 evolutionary-algorithm 5 neural-network 5 transformers 5 interpretable-ml 5 data-science 5 symbolic 5 gene-expression-programming 4 ai4science 4 optimization 4 ai4math 4 cpp 4 sklearn 3 gep 3 distributed-systems 3 modelling 3 symbolic-math 3 optimization-algorithms 3 nonlinear 3 tensorflow 3 automl 3 neural-networks 3 python3 3 interpretable-machine-learning 3 linear-genetic-programming 3 system-identification 2 program-synthesis 2 transformer 2 gait 2 interpretability 2 equation-solver 2 material-science 2 compressed-sensing 2 variational-autoencoder 2 deap 2 gomea 2 modeling 2 neuroevolution 2 java 2 regression-models 2 research 2 sparse-regression 2 data-driven 2 binary-tree 2 grammatical-evolution 2 multi-modal-learning 2 language-model 2 nonlinear-regression 2 statistics 2 ai 2 machine-learning-algorithms 2 regression-analysis 2 physics 2 cpp17 2 software-agents 2 differential-evolution 2 cpp20 2 equation 2 large-language-models 2 curve-fitting 2 pytorch 2 pysr 2 scientific-machine-learning 2 gpu-acceleration 2 cuda 2 sciml 2 regression-algorithms 2 algorithm 2 drilling-engineering 1 task 1 semantic-similarity-measures 1 generative-model 1 hierarchy 1 semantic-similarity 1 syntax-tree 1 metamodeling 1 flux 1 smartwatch 1 smartphone 1 xai 1 continued-fractions 1 hypergeometric-function 1 explanability 1