ml4code topic

List ml4code repositories

code-transformer

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

ml4code.github.io

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

convolutional-attention

119
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Repository for the code of the "A Convolutional Attention Network for Extreme Summarization of Source Code" paper

ml4se

671
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A curated list of papers, theses, datasets, and tools related to the application of Machine Learning for Software Engineering

code2seq

61
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PyTorch's implementation of the code2seq model.

api-mining

53
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16
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Probabilistic API Mining

tassal

42
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7
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Tree-based Autofolding Software Summarization Algorithm

adversarial-code-generation

25
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[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

code2vec

33
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A PyTorch implementation of `code2vec: Learning Distributed Representations of Code` (Alon et al., 2018)

embeddings-for-trees

22
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Set of PyTorch modules for developing and evaluating different algorithms for embedding trees.