A machine learning system has gained the ability to write its own ... uses a technique called program synthesis: creating new programs by piecing together lines of code taken from existing ...

DeepCoder is a machine learning system that can write its own code. It does this using a technique called program synthesis. Essentially, it creates new programs by combining existing lines of ...

This repository contains code that goes with the paper: Neural Guided Constraint Logic Programming for Program Synthesis https://papers.nips.cc/paper/7445-neural ...

Abstract: High-level synthesis tools aim to make FPGA programming easier by raising the level of programming abstraction. Yet in order to get an efficient hardware design from HLS tools, the designer ...

Gamalon calls the technique it employed Bayesian program synthesis. It is based on a mathematical ... This form of probabilistic programming — a code that uses probabilities instead of specific ...

We present a neural program synthesis approach integrating components which write, execute, and assess code to navigate the search space of possible programs. We equip the search process with an ...