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ml4code

Here are 22 public repositories matching this topic...

ml4code / ml4code.github.io

Website for "A Survey of Machine Learning for Big Code and Naturalness"

machine-learning deep-learning survey ml4code naturalness

Updated Feb 16, 2023
CSS

saltudelft / ml4se

A curated list of papers, theses, datasets, and tools related to the application of Machine Learning for Software Engineering

machine-learning research tools deep-learning code software-engineering papers datasets theses ml4code tudelft ml4se ai4code

Updated Feb 8, 2023

danielzuegner / code-transformer

Implementation of the paper "Language-agnostic representation learning of source code from structure and context".

machine-learning deep-learning transformers ml4code iclr2021

Updated Apr 6, 2022
Python

mast-group / convolutional-attention

Repository for the code of the "A Convolutional Attention Network for Extreme Summarization of Source Code" paper

machine-learning convolutional-attention-network ml4code

Updated Jul 19, 2016
HTML

JetBrains-Research / code2seq

PyTorch's implementation of the code2seq model.

pytorch ml4code code2seq pytorch-lightning ml4se

Updated Sep 17, 2022
Python

JetBrains-Research / psiminer

A Tool for Mining Rich Abstract Syntax Trees from Code

data-mining mining ml4code ml4se

Updated Feb 6, 2023
Kotlin

mast-group / api-mining

Probabilistic API Mining

data-mining ml4code

Updated Jan 8, 2018
Java

mast-group / tassal

Tree-based Autofolding Software Summarization Algorithm

machine-learning topic-modeling ml4code

Updated Jul 30, 2016
Java

bentrevett / code2vec

A PyTorch implementation of `code2vec: Learning Distributed Representations of Code` (Alon et al., 2018)

ml4code mloncode code2vec

Updated Feb 26, 2019
Python

JetBrains-Research / embeddings-for-trees

Set of PyTorch modules for developing and evaluating different algorithms for embedding trees.

pytorch tree-lstm ml4code pytorch-lightning dgl ml4se embedding-trees

Updated Dec 22, 2021
Python

naturalness / sensibility

Fixes Java syntax errors with LSTM neural networks! [proof-of-concept]

java syntax neural-network keras lstm syntax-checker hacktoberfest ml4code syntax-error

Updated Nov 14, 2021
Python

ALFA-group / adversarial-code-generation

[ICLR 2021] "Generating Adversarial Computer Programs using Optimized Obfuscations" by Shashank Srikant, Sijia Liu, Tamara Mitrovska, Shiyu Chang, Quanfu Fan, Gaoyuan Zhang, and Una-May O'Reilly

seq2seq program-analysis combinatorial-optimization adversarial-machine-learning ml4code big-code differentiable-programming code2seq ml4se ai4code

Updated Nov 15, 2021
Python

tud-ccc / compy-learn

ComPy-Learn is a framework for exploring program representations for ML4CODE tasks.

deep-learning llvm clang recurrent-neural-networks abstract-syntax-tree llvm-ir ml4code graph-neural-networks

Updated May 13, 2022
Python

bentrevett / extreme-summarization-of-source-code

Implementation of 'A Convolutional Attention Network for Extreme Summarization of Source Code' in PyTorch using TorchText

machine-learning deep-learning neural-network cnn pytorch neural-networks summarization convolutional-neural-networks ml4code torchtext

Updated Sep 21, 2018
Python

SunLab-GMU / GraphSPD

The official repository of "GraphSPD: Graph-Based Security Patch Detection with Enriched Code Semantics". The paper will appear in the IEEE Symposium on Security and Privacy (S&P), San Francisco, CA, May 22-26, 2023.

code-analysis software-security ml4code graph-learning security-patch graphspd

Updated Feb 3, 2023

EngineeringSoftware / time-segmented-evaluation

Code and data for "Impact of Evaluation Methodologies on Code Summarization" in ACL 2022.

machine-learning deep-learning evaluation dataset ml4code code-summarization comment-generation time-segmented-evaluation method-naming

Updated Sep 6, 2022
Python

saltudelft / type4py-vscode-ext

VSCode Extension of Type4Py

python autocompletion vscode vscode-extension machinelearning deeplearning typeinference ml4code typeannotations ml4se type4py

Updated Mar 31, 2022
TypeScript

msintaha / BugClassificationWithGNN

A graph based bug classifier using the dgl library and DeepBugs dataset

classifier graphs ml4code bug-detection dgl homogenous-graphs

Updated Apr 24, 2021
Python

hadary-ai / php-code2seq-extractor

Extracts code2seq compatible datasets from PHP source files.

machine-learning pathfinding ast seq2seq ml4code

Updated Aug 30, 2020

makhshari / BugClassificationWithGNN

A graph based bug classifier using the dgl library and DeepBugs dataset

python machine-learning neural-network ml4code graph-neural-networks

Updated Oct 25, 2021
Python

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