A Survey of Deep Learning Models for Structural Code Understanding

3 May 2022

Papers citing "A Survey of Deep Learning Models for Structural Code Understanding"

42 / 92 papers shown

Title
The Adverse Effects of Code Duplication in Machine Learning Models of Code Miltiadis Allamanis 78 322 0 16 Dec 2018
Improving Automatic Source Code Summarization via Deep Reinforcement Learning Yao Wan Zhou Zhao Min Yang Guandong Xu Haochao Ying Jian Wu Philip S. Yu 72 392 0 17 Nov 2018
Structured Neural Summarization Patrick Fernandes Miltiadis Allamanis Marc Brockschmidt GNN 85 212 0 05 Nov 2018
Open Vocabulary Learning on Source Code with a Graph-Structured Cache Milan Cvitkovic Badal Singh Anima Anandkumar 68 50 0 18 Oct 2018
TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation Pengcheng Yin Graham Neubig MU 79 233 0 05 Oct 2018
SCC: Automatic Classification of Code Snippets Kamel Alreshedy Dhanush Dharmaretnam D. Germán Venkatesh Srinivasan T. Gulliver 12 18 0 21 Sep 2018
Mapping Language to Code in Programmatic Context Srinivasan Iyer Ioannis Konstas Alvin Cheung Luke Zettlemoyer 76 238 0 29 Aug 2018
Neural Machine Translation Inspired Binary Code Similarity Comparison beyond Function Pairs F. Zuo Xiaopeng Li Patrick Young Lannan Luo Qiang Zeng Zhexin Zhang 89 230 0 08 Aug 2018
code2seq: Generating Sequences from Structured Representations of Code Uri Alon Shaked Brody Omer Levy Eran Yahav 119 700 0 04 Aug 2018
Deep learning at the shallow end: Malware classification for non-domain experts Quan Le Oisín Boydell Brian Mac Namee Mark Scanlon 124 173 0 22 Jul 2018
Neural Code Comprehension: A Learnable Representation of Code Semantics Tal Ben-Nun Alice Shoshana Jakobovits Torsten Hoefler 70 243 0 19 Jun 2018
Learning to Mine Aligned Code and Natural Language Pairs from Stack Overflow Pengcheng Yin Bowen Deng Edgar Chen Bogdan Vasilescu Graham Neubig 77 304 0 23 May 2018
Generative Code Modeling with Graphs Marc Brockschmidt Miltiadis Allamanis Alexander L. Gaunt Oleksandr Polozov 86 178 0 22 May 2018
A General Path-Based Representation for Predicting Program Properties Uri Alon Meital Zilberstein Omer Levy Eran Yahav 46 207 0 26 Mar 2018
code2vec: Learning Distributed Representations of Code Uri Alon Meital Zilberstein Omer Levy Eran Yahav 77 1,185 0 26 Mar 2018
Self-Attention with Relative Position Representations Peter Shaw Jakob Uszkoreit Ashish Vaswani 190 2,304 0 06 Mar 2018
NL2Bash: A Corpus and Semantic Parser for Natural Language Interface to the Linux Operating System Xi Lin Chenglong Wang Luke Zettlemoyer Michael D. Ernst 152 168 0 25 Feb 2018
Code Completion with Neural Attention and Pointer Networks Jian Li Yue Wang Michael R. Lyu Irwin King 87 236 0 27 Nov 2017
Learning to Represent Programs with Graphs Miltiadis Allamanis Marc Brockschmidt Mahmoud Khademi GNN NAI 123 805 0 01 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 489 20,295 0 30 Oct 2017
A Survey of Machine Learning for Big Code and Naturalness Miltiadis Allamanis Earl T. Barr Premkumar T. Devanbu Charles Sutton 119 860 0 18 Sep 2017
Neural Network-based Graph Embedding for Cross-Platform Binary Code Similarity Detection Xiaojun Xu Chang-rui Liu Qian Feng Heng Yin Le Song Basel Alomair GNN 82 587 0 22 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 819 132,725 0 12 Jun 2017
Neural Attribute Machines for Program Generation Matthew Amodio Swarat Chaudhuri Thomas W. Reps 63 35 0 25 May 2017
Abstract Syntax Networks for Code Generation and Semantic Parsing Maxim Rabinovich Mitchell Stern Dan Klein 103 362 0 25 Apr 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 600 7,500 0 04 Apr 2017
Learning Python Code Suggestion with a Sparse Pointer Network Avishkar Bhoopchand Tim Rocktaschel Earl T. Barr Sebastian Riedel 64 87 0 24 Nov 2016
Latent Attention For If-Then Program Synthesis Xinyun Chen Chang-rui Liu E. C. Shin Basel Alomair Mingcheng Chen 83 70 0 07 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 689 29,220 0 09 Sep 2016
A deep language model for software code K. Dam T. Tran Trang Pham 48 109 0 09 Aug 2016
A Convolutional Attention Network for Extreme Summarization of Source Code Miltiadis Allamanis Hao Peng Charles Sutton AI4TS 90 585 0 09 Feb 2016
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 351 3,291 0 17 Nov 2015
A Neural Attention Model for Abstractive Sentence Summarization Alexander M. Rush S. Chopra Jason Weston CVBM 186 2,703 0 02 Sep 2015
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 359 3,555 0 10 Jun 2015
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks Kai Sheng Tai R. Socher Christopher D. Manning AIMat 146 3,123 0 28 Feb 2015
Convolutional Neural Networks over Tree Structures for Programming Language Processing Lili Mou Ge Li Lu Zhang Tao Wang Zhi Jin 72 93 0 18 Sep 2014
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 450 20,611 0 10 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 589 27,345 0 01 Sep 2014
Modelling, Visualising and Summarising Documents with a Single Convolutional Neural Network Misha Denil Alban Demiraj Nal Kalchbrenner Phil Blunsom Nando de Freitas 105 101 0 15 Jun 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,414 0 03 Jun 2014
A Convolutional Neural Network for Modelling Sentences Nal Kalchbrenner Edward Grefenstette Phil Blunsom 111 3,562 0 08 Apr 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 406 33,573 0 16 Oct 2013