There are 32 repositories under program-synthesis topic.
Using artificial intelligence and genetic algorithms to automatically write programs. Tutorial: http://www.primaryobjects.com/cms/article149
A Dataset of Python Challenges for AI Research
Microsoft Program Synthesis using Examples SDK is a framework of technologies for the automatic generation of programs from input-output examples. This repo includes samples and sample data for the Microsoft Program Synthesis using Example SDK.
Direct Manipulation Programming for HTML/SVG
Performs string manipulation tasks by learning from the provided example(s), instead of having to program them out explicitly.
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 Python framework for program synthesis with a focus on Automated Machine Learning.
An inductive logic programming system
Code and Data artifact for NeurIPS 2023 paper - "Monitor-Guided Decoding of Code LMs with Static Analysis of Repository Context". `multispy` is a lsp client library in Python intended to be used to build applications around language servers.
BigCodeBench: The Next Generation of HumanEval
Programmatic modification and evaluation of software
Program Synthesis
Repilot, a patch generation tool introduced in the ESEC/FSE'23 paper "Copiloting the Copilots: Fusing Large Language Models with Completion Engines for Automated Program Repair"
Re-implement DeepCoder (https://openreview.net/pdf?id=ByldLrqlx)
An official TensorFlow implementation of "Neural Program Synthesis from Diverse Demonstration Videos" (ICML 2018) by Shao-Hua Sun, Hyeonwoo Noh, Sriram Somasundaram, and Joseph J. Lim
PLUR (Programming-Language Understanding and Repair) is a collection of source code datasets suitable for graph-based machine learning. We provide scripts for downloading, processing, and loading the datasets. This is done by offering a unified API and data structures for all datasets.
Mechanistically interpretable neurosymbolic AI (Nature Comput Sci 2024): losslessly compressing NNs to computer code and discovering new algorithms which generalize out-of-distribution and outperform human-designed algorithms
An curated list of papers on program synthesis.
Type-driven, component based synthesis, showcasing TYpe Guided Abstract Refinement (TYGAR)
Generative Art Synthesizer - a python program that generates python programs that generates generative art