ml4code

ml4code/ml4code.github.io

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

danielzuegner/code-transformer

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

mast-group/convolutional-attention

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

JetBrains-Research/code2seq

PyTorch's implementation of the code2seq model.

JetBrains-Research/psiminer

A Tool for Mining Rich Abstract Syntax Trees from Code

mast-group/api-mining

Probabilistic API Mining

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.

mast-group/tassal

Tree-based Autofolding Software Summarization Algorithm

bentrevett/code2vec

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

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

tud-ccc/compy-learn

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

JetBrains-Research/embeddings-for-trees

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

naturalness/sensibility

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

bentrevett/extreme-summarization-of-source-code

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

EngineeringSoftware/time-segmented-evaluation

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

saltudelft/type4py-vscode-ext

VSCode Extension of Type4Py

msintaha/BugClassificationWithGNN

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

eladn/NDFA

Neural Data-Flow Analysis: A tool for solving program-related tasks which involve data-flow analysis using deep neural networks

hadary-ai/php-code2seq-extractor

Extracts code2seq compatible datasets from PHP source files.

makhshari/BugClassificationWithGNN

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

maxkvant/bert-on-source-code

ALFA-group/CLAW-SAT

[SANER 2023] "CLAWSAT: Towards Both Robust and Accurate Code Models" by Jinghan Jia*, Shashank Srikant*, Tamara Mitrovska, Chuang Gan, Shiyu Chang, Sijia Liu, Una-May O'Reilly