LEARNING AND USING PROGRAMMING STYLES

Patent №

US 11,243,746

Granted

2022-02-08

Filed 2019

Owner

X DEVELOPMENT LLC

AI components

5

ml · nlp · vision · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16458713

Techniques are described herein for using artificial intelligence to “learn,” statistically, a target programming style that is imposed in and/or evidenced by a code base. Once the target programming style is learned, it can be used for various purposes. In various implementations, one or more generative adversarial networks (“GANs”), each including a generator machine learning model and a discriminator machine learning model, may be trained to facilitate learning and application of target programming style(s). In some implementations, the discriminator(s) and/or generator(s) may operate on graphical input, and may take the form of graph neural networks (“GNNs”), graph attention neural networks (“GANNs”), graph convolutional networks (“GCNs”), etc., although this is not required.

Machine learningNatural languageVisionKnowledge representationAI hardwareG06F 8/33G06F 8/40G06F 8/72G06N 3/045G06N 3/0455G06N 3/047G06N 3/0475G06N 3/08+3 more

AI classification

Machine learning1.00
Natural language1.00
Vision1.00
AI hardware1.00
Knowledge representation0.95
Speech0.04
Planning0.00
Evolutionary computation0.00

Ownership

X DEVELOPMENT LLC

assignment · 496420635

Assignors

EVANGELOPOULOS, GEORGIOS, HATALSKY, OLIVIA, NI, BIN, ZHANG, QIANYU

On an employer assignment, the assignors are typically the inventors.

© 2026 NYSGPT2525 LLC