Popular GitHub Repositories for Symbolic

Structured Text Generation

Gorgonia is a library that helps facilitate machine learning in Go.

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

High-Performance Symbolic Regression in Python and Julia

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

An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations

[ACL 2023] Reasoning with Language Model Prompting: A Survey

The Programmable Cypher-based Neuro-Symbolic AGI that lets you program its behavior using Graph-based Prompt Programming: for people who want AI to behave as expected

MIDI / symbolic music tokenizers for Deep Learning models ?

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

A simple library for creating complex neural networks

PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL

Distributed High-Performance Symbolic Regression in Julia

Neuro-Symbolic AI with Knowledge Graph | "True Reasoning" through data and logic ????

A python toolkit for parsing captions (in natural language) into scene graphs (as symbolic representations).

A toolkit for symbolic music generation

PDDLStream: Integrating Symbolic Planners and Blackbox Samplers

Framework and Language for Neurosymbolic Programming.

Neural Symbolic Machines is a framework to integrate neural networks and symbolic representations using reinforcement learning, with applications in program synthesis and semantic parsing.

A package that makes it trivial to create and evaluate machine learning pipeline architectures.