Improved Code Summarization via a Graph Neural Network

6 April 2020

Papers citing "Improved Code Summarization via a Graph Neural Network"

41 / 41 papers shown

Title
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Junda Zhao Yuliang Song Eldan Cohen 31 0 0 14 May 2025
AI-Mediated Code Comment Improvement Maria Dhakal Chia-Yi Su Robert Wallace Chris Fakhimi Aakash Bansal Toby Jia-Jun Li Yu Huang Collin McMillan SyDa 34 0 0 13 May 2025
Can Developers Prompt? A Controlled Experiment for Code Documentation Generation L. Herrmann Tim Puhlfürß Felix Dietrich 38 3 0 01 Aug 2024
Automated Program Repair: Emerging trends pose and expose problems for benchmarks J. Renzullo Pemma Reiter Westley Weimer Stephanie Forrest 47 1 0 08 May 2024
Use of Graph Neural Networks in Aiding Defensive Cyber Operations Shaswata Mitra Trisha Chakraborty Subash Neupane Aritran Piplai Sudip Mittal AAML 50 3 0 11 Jan 2024
Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit Yao Wan Yang He Zhangqian Bi Jianguo Zhang Hongyu Zhang Yulei Sui Guandong Xu Hai Jin Philip S. Yu 47 21 0 30 Dec 2023
Transfer Attacks and Defenses for Large Language Models on Coding Tasks Chi Zhang Zifan Wang Ravi Mangal Matt Fredrikson Limin Jia Corina S. Pasareanu AAML SILM 34 1 0 22 Nov 2023
An Experimental Comparison of Partitioning Strategies for Distributed Graph Neural Network Training Nikolai Merkel Daniel Stoll R. Mayer Hans-Arno Jacobsen GNN 32 1 0 29 Aug 2023
The Expressive Power of Graph Neural Networks: A Survey Bingxue Zhang Changjun Fan Shixuan Liu Kuihua Huang Xiang Zhao Jin-Yu Huang Zhong Liu 45 20 0 16 Aug 2023
The Evolution of Distributed Systems for Graph Neural Networks and their Origin in Graph Processing and Deep Learning: A Survey Jana Vatter R. Mayer Hans-Arno Jacobsen GNN AI4TS AI4CE 48 23 0 23 May 2023
Smart Learning to Find Dumb Contracts (Extended Version) Tamer Abdelaziz Aquinas Hobor 28 5 0 21 Apr 2023
GRANITE: A Graph Neural Network Model for Basic Block Throughput Estimation O. Sýkora P. Phothilimthana Charith Mendis Amir Yazdanbakhsh GNN 50 21 0 08 Oct 2022
Enhancing Security Patch Identification by Capturing Structures in Commits Bozhi Wu Shangqing Liu Ruitao Feng Xiaofei Xie J. Siow Shang-Wei Lin 30 30 0 19 Jul 2022
An Extractive-and-Abstractive Framework for Source Code Summarization Weisong Sun Chunrong Fang Yuchen Chen Quanjun Zhang Guanhong Tao Tingxu Han Yifei Ge Yudu You Bin Luo 28 29 0 15 Jun 2022
Deep Learning Meets Software Engineering: A Survey on Pre-Trained Models of Source Code Changan Niu Chuanyi Li Bin Luo Vincent Ng SyDa VLM 60 48 0 24 May 2022
Learning to Parallelize in a Shared-Memory Environment with Transformers Reém Harel Yuval Pinter Gal Oren 49 17 0 27 Apr 2022
LAMNER: Code Comment Generation Using Character Language Model and Named Entity Recognition Rishab Sharma Fuxiang Chen Fatemeh H. Fard 55 2 0 05 Apr 2022
Probing Pretrained Models of Source Code Sergey Troshin Nadezhda Chirkova ELM 32 38 0 16 Feb 2022
Towards Property-Based Tests in Natural Language Colin S. Gordon ELM 35 2 0 08 Feb 2022
Cross-Language Binary-Source Code Matching with Intermediate Representations Yi Gui Yao Wan Hongyu Zhang Huifang Huang Yulei Sui Guandong Xu Zhiyuan Shao Hai Jin 32 31 0 19 Jan 2022
Multilingual training for Software Engineering Toufique Ahmed Prem Devanbu 70 74 0 03 Dec 2021
A Survey on Machine Learning Techniques for Source Code Analysis Tushar Sharma M. Kechagia Stefanos Georgiou Rohit Tiwari Indira Vats Hadi Moazen Federica Sarro 25 61 0 18 Oct 2021
CodeQA: A Question Answering Dataset for Source Code Comprehension Chenxiao Liu Xiaojun Wan 37 27 0 17 Sep 2021
Impact of Evaluation Methodologies on Code Summarization Pengyu Nie Jiyang Zhang Junyi Jessy Li Raymond J. Mooney Miloš Gligorić 26 20 0 22 Aug 2021
On the Evaluation of Neural Code Summarization Ensheng Shi Yanlin Wang Lun Du Junjie Chen Shi Han Hongyu Zhang Dongmei Zhang Hongbin Sun ELM 122 86 0 15 Jul 2021
Code Structure Guided Transformer for Source Code Summarization Shuzheng Gao Cuiyun Gao Yulan He Jichuan Zeng L. Nie Xin Xia Michael R. Lyu 24 96 0 19 Apr 2021
Project-Level Encoding for Neural Source Code Summarization of Subroutines Aakash Bansal S. Haque Collin McMillan 14 48 0 22 Mar 2021
API2Com: On the Improvement of Automatically Generated Code Comments Using API Documentations Ramin Shahbazi Rishab Sharma Fatemeh H. Fard 27 25 0 19 Mar 2021
Code Completion by Modeling Flattened Abstract Syntax Trees as Graphs Yanlin Wang Hui Li 15 85 0 17 Mar 2021
Neural Code Summarization Piyush Shrivastava 28 2 0 26 Feb 2021
Documentation Matters: Human-Centered AI System to Assist Data Science Code Documentation in Computational Notebooks A. Wang Dakuo Wang Jaimie Drozdal Michael J. Muller Soya Park Justin D. Weisz Xuye Liu Lingfei Wu Casey Dugan 55 63 0 24 Feb 2021
NODE-SELECT: A Graph Neural Network Based On A Selective Propagation Technique Steph-Yves M. Louis Alireza Nasiri Fatima J. Rolland Cameron Mitro Jianjun Hu 79 9 0 17 Feb 2021
GraphGallery: A Platform for Fast Benchmarking and Easy Development of Graph Neural Networks Based Intelligent Software Jintang Li Kun Xu Liang Chen Zibin Zheng Xiao Liu GNN 11 12 0 16 Feb 2021
Code Summarization with Structure-induced Transformer Hongqiu Wu Hai Zhao Min Zhang 41 84 0 29 Dec 2020
Probing Model Signal-Awareness via Prediction-Preserving Input Minimization Sahil Suneja Yunhui Zheng Yufan Zhuang Jim Laredo Alessandro Morari AAML 32 33 0 25 Nov 2020
Deep Graph Matching and Searching for Semantic Code Retrieval Xiang Ling Lingfei Wu Sai-gang Wang Gaoning Pan Tengfei Ma Fangli Xu A. Liu Chunming Wu S. Ji GNN 39 91 0 24 Oct 2020
Retrieval-Augmented Generation for Code Summarization via Hybrid GNN Shangqing Liu Yu Chen Xiaofei Xie J. Siow Yang Liu 23 164 0 09 Jun 2020
Interpretable Deep Graph Generation with Node-Edge Co-Disentanglement Xiaojie Guo Liang Zhao Zhao Qin Lingfei Wu Amarda Shehu Yanfang Ye CoGe DRL 48 46 0 09 Jun 2020
A Multi-Perspective Architecture for Semantic Code Search Rajarshi Haldar Lingfei Wu Jinjun Xiong J. Hockenmaier 31 55 0 06 May 2020
A Transformer-based Approach for Source Code Summarization Wasi Uddin Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang ViT 24 375 0 01 May 2020
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 257 3,698 0 28 Feb 2017