ml4code

There are 3 repositories under ml4code topic.

saltudelft / ml4se
A curated list of papers, theses, datasets, and tools related to the application of Machine Learning for Software Engineering
machine-learning software-engineering code papers datasets tools tudelft deep-learning theses ml4se research ml4code ai4code ai4se llm4code
723
ml4code / ml4code.github.io
Website for "A Survey of Machine Learning for Big Code and Naturalness"
machine-learning ml4code deep-learning survey naturalness
Language:CSS 292
danielzuegner / code-transformer
Implementation of the paper "Language-agnostic representation learning of source code from structure and context".
deep-learning machine-learning ml4code transformers iclr2021
Language:Python 171
mast-group / convolutional-attention
Repository for the code of the "A Convolutional Attention Network for Extreme Summarization of Source Code" paper
convolutional-attention-network machine-learning ml4code
Language:HTML 120
JetBrains-Research / code2seq
PyTorch's implementation of the code2seq model.
code2seq ml4code ml4se pytorch pytorch-lightning
Language:Python 62
JetBrains-Research / psiminer
A Tool for Mining Rich Abstract Syntax Trees from Code
data-mining mining ml4code ml4se
Language:Kotlin 59
mast-group / api-mining
Probabilistic API Mining
data-mining ml4code
Language:Java 53
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 graph-learning graphspd ml4code security-patch software-security
Language:Shell 48
mast-group / tassal
Tree-based Autofolding Software Summarization Algorithm
machine-learning topic-modeling ml4code
Language:Java 43
bentrevett / code2vec
A PyTorch implementation of `code2vec: Learning Distributed Representations of Code` (Alon et al., 2018)
code2vec mloncode ml4code
Language:Python 36
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
adversarial-machine-learning ai4code big-code code2seq combinatorial-optimization differentiable-programming ml4code ml4se program-analysis seq2seq
Language:Python 30
tud-ccc / compy-learn
ComPy-Learn is a framework for exploring program representations for ML4CODE tasks.
ml4code clang llvm deep-learning graph-neural-networks recurrent-neural-networks llvm-ir abstract-syntax-tree
Language:Python 23
JetBrains-Research / embeddings-for-trees
Set of PyTorch modules for developing and evaluating different algorithms for embedding trees.
tree-lstm dgl ml4code pytorch pytorch-lightning ml4se embedding-trees
Language:Python 22
naturalness / sensibility
Fixes Java syntax errors with LSTM neural networks! [proof-of-concept]
ml4code lstm syntax-error syntax-checker java keras neural-network syntax hacktoberfest
Language:Python 18
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 neural-networks convolutional-neural-networks summarization pytorch torchtext cnn ml4code
Language:Python 14
EngineeringSoftware / time-segmented-evaluation
Code and data for "Impact of Evaluation Methodologies on Code Summarization" in ACL 2022.
code-summarization machine-learning evaluation time-segmented-evaluation method-naming comment-generation ml4code deep-learning dataset
Language:Python 10
saltudelft / type4py-vscode-ext
VSCode Extension of Type4Py
type4py vscode-extension vscode python typeinference machinelearning autocompletion typeannotations deeplearning ml4code ml4se
Language:TypeScript 6
msintaha / BugClassificationWithGNN
A graph based bug classifier using the dgl library and DeepBugs dataset
homogenous-graphs graphs classifier dgl ml4code bug-detection
Language:Python 4
eladn / NDFA
Neural Data-Flow Analysis: A tool for solving program-related tasks which involve data-flow analysis using deep neural networks
data-flow-analysis deep-learning ndfa code-representation ml4code hierarchic-model pytorch abstract-syntax-tree control-flow-graph gnn program-dependence-graph
Language:Python 1
hadary-ai / php-code2seq-extractor
Extracts code2seq compatible datasets from PHP source files.
seq2seq ast pathfinding machine-learning ml4code
1
makhshari / BugClassificationWithGNN
A graph based bug classifier using the dgl library and DeepBugs dataset
neural-network graph-neural-networks ml4code machine-learning python
Language:Python 0
maxkvant / bert-on-source-code
bert cubert ml4code
Language:Jupyter Notebook 0
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
adversarial-attacks adversarial-robustness ai4code contrastive-learning java ml4code python
Language:Python

ml4code

saltudelft / ml4se

ml4code / ml4code.github.io

danielzuegner / code-transformer

mast-group / convolutional-attention

JetBrains-Research / code2seq

JetBrains-Research / psiminer

mast-group / api-mining

SunLab-GMU / GraphSPD

mast-group / tassal

bentrevett / code2vec

ALFA-group / adversarial-code-generation

tud-ccc / compy-learn

JetBrains-Research / embeddings-for-trees

naturalness / sensibility

bentrevett / extreme-summarization-of-source-code

EngineeringSoftware / time-segmented-evaluation

saltudelft / type4py-vscode-ext

msintaha / BugClassificationWithGNN

eladn / NDFA

hadary-ai / php-code2seq-extractor

makhshari / BugClassificationWithGNN

maxkvant / bert-on-source-code

ALFA-group / CLAW-SAT