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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 ai4se ai4code llm4code
Website for "A Survey of Machine Learning for Big Code and Naturalness"
Implementation of the paper "Language-agnostic representation learning of source code from structure and context".
Repository for the code of the "A Convolutional Attention Network for Extreme Summarization of Source Code" paper
A Tool for Mining Rich Abstract Syntax Trees from Code
PyTorch's implementation of the code2seq model.
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.
Tree-based Autofolding Software Summarization Algorithm
[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
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
Set of PyTorch modules for developing and evaluating different algorithms for embedding trees.
Fixes Java syntax errors with LSTM neural networks! [proof-of-concept]
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
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
VSCode Extension of Type4Py
python autocompletion vscode vscode-extension machinelearning deeplearning typeinference ml4code typeannotations ml4se type4py
A graph based bug classifier using the dgl library and DeepBugs dataset
Neural Data-Flow Analysis: A tool for solving program-related tasks which involve data-flow analysis using deep neural networks
deep-learning pytorch control-flow-graph abstract-syntax-tree data-flow-analysis program-dependence-graph ml4code ndfa gnn code-representation hierarchic-model
Extracts code2seq compatible datasets from PHP source files.
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