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GitHub topics: symbolic-regression

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: 1010 KB - Last synced at: about 3 hours ago - Pushed at: about 5 hours ago - Stars: 4 - 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: about 14 hours ago - Pushed at: about 15 hours ago - Stars: 6 - Forks: 1

smeznar/SymbolicRegressionToolkit

Toolkit for symbolic regression/equation discovery

Language: Python - Size: 93.2 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 5 - Forks: 1

MilesCranmer/PySR

High-Performance Symbolic Regression in Python and Julia

Language: Python - Size: 5.21 MB - Last synced at: 4 days ago - Pushed at: 12 days ago - Stars: 2,887 - Forks: 260

smeznar/BED

A repository for the Behaviour-aware Equation distance measure

Language: Shell - Size: 9.66 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 1 - Forks: 0

MilesCranmer/SymbolicRegression.jl

Distributed High-Performance Symbolic Regression in Julia

Language: Julia - Size: 22.8 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 706 - Forks: 108

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: about 3 hours ago - Pushed at: 9 months ago - Stars: 12 - Forks: 1

bmahe/Genetics4J

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

Language: Java - Size: 15.1 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

PaulsonLab/TorchSISSO

Language: Python - Size: 11.4 MB - Last synced at: 1 day ago - Pushed at: 9 days ago - Stars: 18 - Forks: 1

SymbolicML/DynamicExpressions.jl

Ridiculously fast symbolic expressions

Language: Julia - Size: 4.18 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 118 - Forks: 16

hendersontrent/timegpy

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

Language: Python - Size: 6.44 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 0 - Forks: 0

silvermete0r/oikan

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: 2.13 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 12 - Forks: 0

psaegert/simplipy

Efficient Simplification of Mathematical Expressions

Language: Python - Size: 5.57 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

Julien-Livet/SymbolicRegression

Symbolic regression in Python

Language: Python - Size: 270 KB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 1 - 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: 8.83 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 140 - Forks: 20

cpml-au/AlpineGP

A symbolic regression library based on Genetic Programming built on top of DEAP.

Language: Python - Size: 11.8 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 7 - Forks: 5

SciML/SymbolicNumericIntegration.jl

SymbolicNumericIntegration.jl: Symbolic-Numerics for Solving Integrals

Language: Julia - Size: 3.74 MB - Last synced at: 6 days ago - Pushed at: 7 months ago - Stars: 128 - Forks: 12

morinim/ultra

Framework for Evolutionary Algorithms

Language: C++ - Size: 3.57 MB - Last synced at: 14 days ago - Pushed at: 14 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: 847 KB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 53 - Forks: 16

maxreiss123/GeneExpressionProgramming.jl

Gene Expression Programming for symbolic regression in Julia

Language: Julia - Size: 3.63 MB - Last synced at: 19 days ago - Pushed at: 19 days 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: 8 days ago - Pushed at: over 3 years ago - Stars: 94 - Forks: 16

trevorstephens/gplearn

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

Language: Python - Size: 7.62 MB - Last synced at: 19 days ago - Pushed at: over 1 year ago - Stars: 1,692 - Forks: 299

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: 23 days ago - Pushed at: 23 days ago - Stars: 0 - 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: 1 day ago - Pushed at: 5 months ago - Stars: 94 - Forks: 18

WassimTenachi/PhySO

Physical Symbolic Optimization

Language: Python - Size: 179 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 1,881 - Forks: 259

heal-research/operon

C++ Large Scale Genetic Programming

Language: C++ - Size: 22.6 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 165 - Forks: 32

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: 8.41 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 88 - Forks: 10

hftsoi/symbolfit

Automatic parametric modeling with symbolic regression

Language: Python - Size: 86.9 MB - Last synced at: 27 days ago - Pushed at: about 1 month ago - Stars: 51 - Forks: 4

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: 19.1 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 7 - Forks: 1

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: 4 months ago - Stars: 214 - Forks: 74

GongJr0/MacroSim

Symbolic regression based equation discovery and iterative simulation library.

Language: Python - Size: 5.4 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0

NISL-MSU/MultiSetSR

Decomposable Neuro-evolutionary Symbolic Regression

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

psaegert/flash-ansr

Fast Amortized Neural Symbolic Regression with Transformers and without SymPy

Language: Python - Size: 86 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 3 - 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: about 2 months ago - Pushed at: 3 months ago - Stars: 276 - Forks: 85

heal-research/HeuristicLab

HeuristicLab - An environment for heuristic and evolutionary optimization

Language: C# - Size: 706 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 43 - Forks: 17

pprp/Pruner-Zero

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

Language: Python - Size: 1.07 MB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 81 - Forks: 7

janoPig/HROCH

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

Language: Python - Size: 15.4 MB - Last synced at: 19 days ago - Pushed at: 9 months ago - Stars: 18 - 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: 3 months ago - Pushed at: 11 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: 3 months ago - Pushed at: 6 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: 3 months ago - Pushed at: over 6 years ago - Stars: 57 - Forks: 10

omron-sinicx/srsd-benchmark

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

Language: Python - Size: 106 KB - Last synced at: 3 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: about 2 months ago - Pushed at: 3 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: 3 months ago - Pushed at: almost 3 years ago - Stars: 68 - Forks: 11

Happy-Algorithms-League/hal-cgp

Cartesian genetic programming (CGP) in pure Python.

Language: Python - Size: 10.4 MB - Last synced at: 7 days ago - Pushed at: about 1 year ago - Stars: 32 - 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: 3 months ago - Pushed at: 4 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: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

Smantii/sr_rom

Symbolic Regression for Reduced Order Modeling

Language: Python - Size: 315 KB - Last synced at: 4 months ago - Pushed at: 4 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: 3 months 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: 3 months ago - Pushed at: 8 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: 4 months ago - Pushed at: 6 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: 24 days ago - Pushed at: over 3 years ago - Stars: 25 - Forks: 14

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: 6 months ago - Pushed at: 6 months ago - Stars: 12 - Forks: 0

heal-research/HEAL.NonlinearRegression

Fit and evaluate nonlinear regression models.

Language: C# - Size: 933 KB - Last synced at: 7 months ago - Pushed at: 7 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: 3 months 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: 8 months ago - Pushed at: 8 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: 8 months ago - Pushed at: 8 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: 8 months ago - Pushed at: 8 months ago - Stars: 42 - Forks: 5

Smantii/symbolic_mbrl

Symbolic Model-Based Reinforcement Learning

Language: Python - Size: 1.98 MB - Last synced at: 8 months ago - Pushed at: 8 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: 2 months 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 24 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: 4 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 0

vinpap/symbolic-learn

A symbolic regression model

Language: Cython - Size: 216 KB - Last synced at: 6 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: 3 months ago - Pushed at: about 8 years ago - Stars: 10 - Forks: 8

MaxHalford/xgp

:crystal_ball: Symbolic regression library

Language: Go - Size: 2.27 MB - Last synced at: 28 days ago - Pushed at: almost 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: 12 months ago - Pushed at: 12 months ago - Stars: 2 - Forks: 0

morinim/vita

Vita - Genetic Programming Framework

Language: C++ - Size: 15.4 MB - Last synced at: about 1 year ago - Pushed at: about 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: about 1 year ago - Pushed at: about 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: 3 months ago - Pushed at: 3 months 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: about 2 months ago - Pushed at: over 5 years ago - Stars: 23 - Forks: 4

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: about 1 year ago - Pushed at: about 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: about 1 year ago - Pushed at: about 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: about 1 year ago - Pushed at: about 1 year 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: 3 months ago - Pushed at: about 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: 12 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: 26 days ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

ld-ing/plexicase

Probabilistic Lexicase Selection, GECCO 2023

Language: Python - Size: 304 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years 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: about 1 year 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: over 1 year ago - Pushed at: over 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: over 1 year ago - Pushed at: over 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: about 1 year 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: over 1 year ago - Pushed at: almost 4 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: over 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

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: about 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: 4 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: almost 2 years 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: almost 2 years 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: almost 2 years ago - Pushed at: about 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: almost 2 years ago - Pushed at: over 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: almost 2 years ago - Pushed at: over 2 years ago - Stars: 51 - Forks: 20

Related Keywords
symbolic-regression 141 genetic-programming 55 machine-learning 48 python 22 genetic-algorithm 21 evolutionary-algorithms 16 deep-learning 13 equation-discovery 13 evolutionary-computation 10 classification 9 explainable-ai 8 genetic-algorithms 7 julia 7 scikit-learn 6 regression 6 reinforcement-learning 6 transformers 5 interpretable-ml 5 symbolic-computation 5 evolutionary-algorithm 5 data-science 5 symbolic 5 neural-network 5 artificial-intelligence 5 gene-expression-programming 4 ai4math 4 ai4science 4 optimization 4 cpp 4 machine-learning-algorithms 3 statistics 3 symbolic-math 3 sklearn 3 optimization-algorithms 3 nonlinear 3 modelling 3 tensorflow 3 automl 3 linear-genetic-programming 3 interpretable-machine-learning 3 gep 3 distributed-systems 3 python3 3 neural-networks 3 knowledge-discovery 2 material-science 2 research 2 multi-modal-learning 2 software-agents 2 grammatical-evolution 2 differential-evolution 2 cpp20 2 interpretability 2 scientific-machine-learning 2 compressed-sensing 2 symbolic-ai 2 transformer 2 regression-analysis 2 physics 2 nonlinear-regression 2 system-identification 2 language-model 2 cpp17 2 cuda 2 pytorch 2 curve-fitting 2 gait 2 pysr 2 ai 2 large-language-models 2 sciml 2 java 2 data-driven 2 equation 2 neuroevolution 2 deap 2 gomea 2 algorithm 2 variational-autoencoder 2 sparse-regression 2 regression-algorithms 2 modeling 2 equation-solver 2 binary-tree 2 program-synthesis 2 regression-models 2 gpu-acceleration 2 mathematical-expressions 2 hypergeometric-function 1 hierarchy 1 dimension-reduction 1 syntax-tree 1 tipe-exam 1 flux 1 xai 1 regexp-search 1 explanability 1 continued-fractions 1 ocaml 1 evolver 1