Popular GitHub Repositories for Symbolic Theory

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Structured Text Generation

Numenta Platform for Intelligent Computing is an implementation of Hierarchical Temporal Memory (HTM), a theory of intelligence based strictly on the neuroscience of the neocortex.

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.

Fast and flexible AutoML with learning guarantees.

High-Performance Symbolic Regression in Python and Julia

Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning

Datasets, tools, and benchmarks for representation learning of code.

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

Artificial intelligence for the Snake game.

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

A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods

List of papers studying machine learning through the lens of category theory

Semantic Reasoning Engine for LLMs · WFGY 推理引擎 / 萬法歸一

A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond

Source codes for the book "Reinforcement Learning: Theory and Python Implementation"

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

?? Synalinks coding assistant

An observability platform for ?? Synalinks