GN-Transformer: Fusing Sequence and Graph Representation for Improved Code Summarization

17 November 2021

Papers citing "GN-Transformer: Fusing Sequence and Graph Representation for Improved Code Summarization"

31 / 31 papers shown

Title
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 670 41,430 0 22 Oct 2020
A Transformer-based Approach for Source Code Summarization Wasi Uddin Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang ViT 97 386 0 01 May 2020
Learning to Update Natural Language Comments Based on Code Changes Sheena Panthaplackel Pengyu Nie Miloš Gligorić Junyi Jessy Li Raymond J. Mooney 85 66 0 25 Apr 2020
Improved Code Summarization via a Graph Neural Network Alexander LeClair S. Haque Lingfei Wu Collin McMillan 53 285 0 06 Apr 2020
Detecting Code Clones with Graph Neural Networkand Flow-Augmented Abstract Syntax Tree Wenhan Wang Ge Li Bo Ma Xin Xia Zhi Jin GNN 60 256 0 20 Feb 2020
Tree-structured Attention with Hierarchical Accumulation Xuan-Phi Nguyen Shafiq Joty Guosheng Lin R. Socher 51 76 0 19 Feb 2020
Code Generation as a Dual Task of Code Summarization Bolin Wei Ge Li Xin Xia Zhiyi Fu Zhi Jin 74 226 0 14 Oct 2019
Position-aware Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec 93 497 0 11 Jun 2019
DeepGCNs: Can GCNs Go as Deep as CNNs? Ge Li Matthias Muller Ali K. Thabet Guohao Li 3DPC GNN 130 1,350 0 07 Apr 2019
Improving Automatic Source Code Summarization via Deep Reinforcement Learning Yao Wan Zhou Zhao Min Yang Guandong Xu Haochao Ying Jian Wu Philip S. Yu 56 392 0 17 Nov 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 251 7,695 0 01 Oct 2018
Graph Convolutional Networks for Text Classification Liang Yao Chengsheng Mao Yuan Luo GNN 92 1,828 0 15 Sep 2018
code2seq: Generating Sequences from Structured Representations of Code Uri Alon Shaked Brody Omer Levy Eran Yahav 83 700 0 04 Aug 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 766 3,129 0 04 Jun 2018
code2vec: Learning Distributed Representations of Code Uri Alon Meital Zilberstein Omer Levy Eran Yahav 53 1,181 0 26 Mar 2018
Self-Attention with Relative Position Representations Peter Shaw Jakob Uszkoreit Ashish Vaswani 179 2,296 0 06 Mar 2018
Dynamic Graph CNN for Learning on Point Clouds Yue Wang Yongbin Sun Ziwei Liu Sanjay E. Sarma M. Bronstein Justin Solomon GNN 3DPC 257 6,168 0 24 Jan 2018
Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning Qimai Li Zhichao Han Xiao-Ming Wu GNN SSL 192 2,830 0 22 Jan 2018
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 289 8,917 0 21 Nov 2017
Learning to Represent Programs with Graphs Miltiadis Allamanis Marc Brockschmidt Mahmoud Khademi GNN NAI 123 804 0 01 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 481 20,225 0 30 Oct 2017
A parallel corpus of Python functions and documentation strings for automated code documentation and code generation Antonio Valerio Miceli Barone Rico Sennrich 65 161 0 07 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 514 15,319 0 07 Jun 2017
Multimodal Machine Learning: A Survey and Taxonomy T. Baltrušaitis Chaitanya Ahuja Louis-Philippe Morency 109 2,937 0 26 May 2017
Get To The Point: Summarization with Pointer-Generator Networks A. See Peter J. Liu Christopher D. Manning 3DPC 306 4,025 0 14 Apr 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 598 7,488 0 04 Apr 2017
A Compositional Object-Based Approach to Learning Physical Dynamics Michael Chang T. Ullman Antonio Torralba J. Tenenbaum AI4CE OCL 386 441 0 01 Dec 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 652 29,154 0 09 Sep 2016
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks Kai Sheng Tai R. Socher Christopher D. Manning AIMat 142 3,122 0 28 Feb 2015
DeepWalk: Online Learning of Social Representations Bryan Perozzi Rami Al-Rfou Steven Skiena HAI 260 9,800 0 26 Mar 2014