GitHub topics: symbolic-regression

Repositories

InboraStudio/Neural-Guided-Genetic-Programming-for-Symbolic-Regression

A Unity based implementation of advanced evolutionary algorithms for discovering mathematical expressions from data enhanced with neural network guidance and multi objective optimization.

Language: C# - Size: 1.39 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 0 - Forks: 0

heal-research/operon

C++ Large Scale Genetic Programming

Language: C++ - Size: 22.6 MB - Last synced at: 1 day ago - Pushed at: 3 days ago - Stars: 184 - Forks: 34

smeznar/SymbolicRegressionToolkit

Toolkit for symbolic regression/equation discovery

Language: Python - Size: 128 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 5 - Forks: 1

zeweyer/cgpm

cgpm: Symbolic Regression for Coarse-Grained Potential Modeling

Language: Python - Size: 165 KB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 0 - Forks: 0

morinim/ultra

Framework for Evolutionary Algorithms

Language: C++ - Size: 3.77 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 10 - Forks: 2

psaegert/simplipy

Efficient Simplification of Mathematical Expressions

Language: Python - Size: 6.91 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 0 - Forks: 0

heal-research/HeuristicLab

HeuristicLab - An environment for heuristic and evolutionary optimization

Language: C# - Size: 706 MB - Last synced at: 1 day ago - Pushed at: 4 months ago - Stars: 49 - Forks: 20

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: 1 day ago - Pushed at: about 2 months ago - Stars: 34 - Forks: 8

OIKAN is a neuro-symbolic machine learning framework inspired by Kolmogorov-Arnold representation theorem. It combines the power of modern neural networks with techniques for extracting clear, interpretable symbolic formulas from data. OIKAN is designed to make machine learning models both accurate and Interpretable.

Language: Jupyter Notebook - Size: 2.17 MB - Last synced at: 10 days ago - Pushed at: 18 days ago - Stars: 15 - Forks: 1

radinch/System2-Reasoning-AI

Experiments on System 2 reasoning — neuro-symbolic learning, inference-time scaling, LLM agents, RL post-training in LLMs, and Graph-based retrieval.

Language: Jupyter Notebook - Size: 3.11 MB - Last synced at: 18 days ago - Pushed at: 26 days ago - Stars: 1 - Forks: 0

heal-research/pyoperon

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

Language: C++ - Size: 883 KB - Last synced at: 1 day ago - Pushed at: 26 days ago - Stars: 57 - Forks: 15

MilesCranmer/PySR

High-Performance Symbolic Regression in Python and Julia

Language: Python - Size: 5.29 MB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 3,106 - Forks: 284

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: 1.04 MB - Last synced at: 28 days ago - Pushed at: 29 days ago - Stars: 8 - Forks: 2

MilesCranmer/SymbolicRegression.jl

Distributed High-Performance Symbolic Regression in Julia

Language: Julia - Size: 31.2 MB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 739 - Forks: 112

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: 14.7 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 178 - Forks: 28

SciML/SymbolicNumericIntegration.jl

SymbolicNumericIntegration.jl: Symbolic-Numerics for Solving Integrals

Language: Julia - Size: 3.86 MB - Last synced at: 10 days ago - Pushed at: 18 days ago - Stars: 129 - Forks: 12

marcovirgolin/GP-GOMEA

Genetic Programming version of GOMEA. Also includes standard tree-based GP, and Semantic Backpropagation-based GP

Language: C++ - Size: 655 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 56 - Forks: 26

psaegert/flash-ansr

Fast Amortized Neural Symbolic Regression with Transformers and SimpliPy

Language: Python - Size: 124 MB - Last synced at: about 2 hours ago - Pushed at: about 4 hours ago - Stars: 2 - Forks: 0

WassimTenachi/PhySO

Physical Symbolic Optimization

Language: Python - Size: 173 MB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 1,910 - Forks: 260

nasa/pysips

A symbolic regression tool designed to work with noisy data

Language: Python - Size: 318 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

trevorstephens/gplearn

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

Language: Python - Size: 7.62 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 1,737 - Forks: 306

Roy-SR-007/HierBOSSS

Hierarchical Bayesian Operator-induced Symbolic Regression Trees for Structural Learning of Scientific Expressions

Language: Roff - Size: 378 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

smeznar/BED

A repository for the Behaviour-aware Equation distance measure

Language: Shell - Size: 9.75 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

cpml-au/Flex

A flexible, genetic programming-based symbolic regression library built on top of DEAP.

Language: Python - Size: 11.9 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 9 - Forks: 5

EC-KitY/EC-KitY

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

Language: Python - Size: 4.89 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 99 - Forks: 19

PaulsonLab/TorchSISSO

Language: Python - Size: 11.4 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 25 - Forks: 3

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: 23 days ago - Pushed at: about 1 year ago - Stars: 14 - Forks: 1

MansoorehMontazerin/LIES

Official implementation of the LIES Network for Symbolic Regression

Language: Python - Size: 74.8 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

hftsoi/symbolfit

Automatic parametric modeling with symbolic regression

Language: Python - Size: 86.9 MB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 56 - Forks: 4

maxreiss123/GeneExpressionProgramming.jl

Gene Expression Programming for symbolic regression in Julia

Language: Julia - Size: 30.1 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 3 - Forks: 1

marcovirgolin/SimpleGP

Simple Genetic Programming for Symbolic Regression in Python3

Language: Python - Size: 80.1 KB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 26 - Forks: 14

twhughes/Symbolic-Regression

predicting equations from raw data with deep learning

Language: Python - Size: 7.79 MB - Last synced at: about 2 months ago - Pushed at: almost 7 years ago - Stars: 57 - Forks: 10

Happy-Algorithms-League/hal-cgp

Cartesian genetic programming (CGP) in pure Python.

Language: Python - Size: 10.4 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 34 - Forks: 11

Ohjeah/cartesian

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

Language: Python - Size: 157 KB - Last synced at: about 1 month ago - Pushed at: almost 6 years ago - Stars: 24 - Forks: 4

Harshshah2312/LLM-Zero

⚡ Deploy a serverless, low-latency LLM inference API using FastAPI and AWS Lambda for efficient model serving.

Language: Python - Size: 4.92 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - 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: about 1 month ago - Pushed at: 2 months ago - Stars: 18 - Forks: 0

SymbolicML/DynamicExpressions.jl

Ridiculously fast symbolic expressions

Language: Julia - Size: 3.79 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 121 - Forks: 16

janoPig/sr_core

C++ symbolic regression core

Language: C++ - Size: 371 KB - Last synced at: 3 months ago - Pushed at: 3 months 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: about 2 months ago - Pushed at: 8 months ago - Stars: 218 - Forks: 75

mohsensadr/MESSY

Symbolic density estimation using maximum entropy principle

Language: Python - Size: 1.26 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

Julien-Livet/SymReg

Symbolic regression tool in C++

Language: C++ - Size: 143 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

ITMO-NSS-team/DS2025_diff

Benchmarks robust equation discovery from noisy data via synthetic ODE/PDE datasets and automated method comparison

Language: Jupyter Notebook - Size: 79.4 MB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 3 - Forks: 1

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: 8.79 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 152 - Forks: 24

hendersontrent/timegpy

Python package for using genetic programming to find time-average features for time-series classification

Language: Jupyter Notebook - Size: 6.57 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 2 - Forks: 0

GongJr0/MacroSim

Symbolic regression based equation discovery and iterative simulation library.

Language: Python - Size: 5.97 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 0 - Forks: 1

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: 2 months ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

pprp/Pruner-Zero

[ICML24] Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for LLMs

Language: Python - Size: 1.07 MB - Last synced at: 3 months ago - Pushed at: 11 months ago - Stars: 91 - Forks: 8

intell-sci-comput/PSE

Official PyTorch implementation of PSE/PSRN: Fast and efficient symbolic expression discovery through parallelized symbolic enumeration. Evaluates millions of expressions simultaneously on GPU with automated subtree reuse.

Language: Python - Size: 60.5 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 18 - Forks: 4

maxreiss123/pygep

Python interface for utilizing GeneExpressionProgramming.jl

Language: Python - Size: 20.5 KB - Last synced at: 3 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

smeznar/HVAE

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

Language: Python - Size: 7.87 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 26 - Forks: 4

EstevaoMGomes/GoLP_IN_EG

Plasma Data Analysis with PySR

Language: Python - Size: 34.9 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

kahlmeyer94/DAG_search

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

Language: Jupyter Notebook - Size: 23.9 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 6 - Forks: 1

bmahe/Genetics4J

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

Language: Java - Size: 15.1 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

Julien-Livet/SymbolicRegression

Symbolic regression in Python

Language: Python - Size: 270 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 1

Ambrosys/glyph 📦

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

Language: Python - Size: 546 KB - Last synced at: about 2 months ago - Pushed at: about 4 years ago - Stars: 94 - Forks: 16

jurisgpt/gamma_delta_sense

Knowledge representation for Common-sense understanding and natural-language understanding Gamma Delta T cells role in allergic conditions

Language: Python - Size: 60.5 KB - Last synced at: 5 months ago - Pushed at: 5 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: 19.4 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 7 - Forks: 1

NISL-MSU/MultiSetSR

Decomposable Neuro-evolutionary Symbolic Regression

Language: Python - Size: 916 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 2 - Forks: 0

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: 6 months ago - Pushed at: 7 months ago - Stars: 276 - Forks: 85

RL-MLDM/alphagen

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

Language: Python - Size: 309 KB - Last synced at: 7 months ago - Pushed at: 11 months ago - Stars: 665 - Forks: 213

anu-gtb/symbolic_regression

Language: Jupyter Notebook - Size: 229 KB - Last synced at: 4 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

omron-sinicx/srsd-benchmark

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

Language: Python - Size: 106 KB - Last synced at: 7 months ago - Pushed at: over 1 year ago - Stars: 33 - Forks: 8

FrederikBornemann/SyReAL

Symbolic Regression and Active Learning

Language: Jupyter Notebook - Size: 32.9 MB - Last synced at: 6 months ago - Pushed at: 8 months 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: 7 months ago - Pushed at: about 3 years ago - Stars: 68 - Forks: 11

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: about 2 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

Suezhaobing/Suezhaobing

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

Size: 7.81 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

Smantii/sr_rom

Symbolic Regression for Reduced Order Modeling

Language: Python - Size: 315 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - 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: 7 months ago - Pushed at: almost 8 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: 7 months ago - Pushed at: 12 months ago - Stars: 17 - Forks: 5

KenWuqianghao/Transformer-SR-Benchmarks

Benchmarking pipeline for some transformer based symbolic regression models

Language: Python - Size: 20.3 MB - Last synced at: 8 months ago - Pushed at: 10 months ago - Stars: 0 - 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: 10 months ago - Pushed at: 10 months ago - Stars: 12 - Forks: 0

heal-research/HEAL.NonlinearRegression

Fit and evaluate nonlinear regression models.

Language: C# - Size: 933 KB - Last synced at: 1 day ago - Pushed at: 11 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: about 2 months ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 2

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: 12 months ago - Pushed at: 12 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: about 1 year ago - Pushed at: about 1 year 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: about 1 year ago - Pushed at: about 1 year ago - Stars: 42 - Forks: 5

Smantii/symbolic_mbrl

Symbolic Model-Based Reinforcement Learning

Language: Python - Size: 1.98 MB - Last synced at: about 1 year ago - Pushed at: about 1 year 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: 7 months ago - Pushed at: almost 3 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 22 hours ago - Pushed at: over 2 years ago - Stars: 13 - Forks: 3

vinpap/symbolic-learn

A symbolic regression model

Language: Cython - Size: 216 KB - Last synced at: 5 days ago - Pushed at: about 2 years 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: about 2 months ago - Pushed at: over 8 years ago - Stars: 10 - Forks: 8

MaxHalford/xgp

:crystal_ball: Symbolic regression library

Language: Go - Size: 2.27 MB - Last synced at: about 1 month ago - Pushed at: about 7 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: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

morinim/vita

Vita - Genetic Programming Framework

Language: C++ - Size: 15.4 MB - Last synced at: over 1 year ago - Pushed at: over 1 year 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: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

ogeagla/closyr

A symbolic regression tool written in Clojure

Language: Clojure - Size: 8.72 MB - Last synced at: 8 months ago - Pushed at: 8 months 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: over 1 year ago - Pushed at: over 1 year 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: over 1 year ago - Pushed at: over 1 year 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: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0