Improving Automatic Source Code Summarization via Deep Reinforcement Learning

17 November 2018

Yao Wan

Zhou Zhao

Min Yang

Philip S. Yu

Papers citing "Improving Automatic Source Code Summarization via Deep Reinforcement Learning"

39 / 39 papers shown

Title
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Junda Zhao Yuliang Song Eldan Cohen 21 0 0 14 May 2025
Can Developers Prompt? A Controlled Experiment for Code Documentation Generation L. Herrmann Tim Puhlfürß Felix Dietrich 34 3 0 01 Aug 2024
CSA-Trans: Code Structure Aware Transformer for AST Saeyoon Oh Shin Yoo 44 1 0 07 Apr 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 40 20 0 30 Dec 2023
A Prompt Learning Framework for Source Code Summarization Weisong Sun Chunrong Fang Yudu You Yuchen Chen Yi Liu ... Quanjun Zhang Hanwei Qian Wei-Ye Zhao Yang Liu Zhenyu Chen LLMAG 45 13 0 26 Dec 2023
Reinforcement Learning for Generative AI: A Survey Yuanjiang Cao Quan.Z Sheng Julian McAuley Lina Yao SyDa 48 10 0 28 Aug 2023
What are the Machine Learning best practices reported by practitioners on Stack Exchange? Anamaria Mojica-Hanke A. Bayona Mario Linares-Vásquez Steffen Herbold Fabio A. González HAI 27 6 0 25 Jan 2023
Code Recommendation for Open Source Software Developers Yiqiao Jin Yunsheng Bai Yanqiao Zhu Yizhou Sun Wei Wang 33 24 0 15 Oct 2022
CSSAM:Code Search via Attention Matching of Code Semantics and Structures Yitao Hu Bowen Cai Yaoxiang Yu 21 3 0 08 Aug 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 26 29 0 15 Jun 2022
CODE-MVP: Learning to Represent Source Code from Multiple Views with Contrastive Pre-Training Xin Wang Yasheng Wang Yao Wan Jiawei Wang Pingyi Zhou Li Li Hao Wu Jin Liu 26 33 0 04 May 2022
An Exploratory Study on Code Attention in BERT Rishab Sharma Fuxiang Chen Fatemeh H. Fard David Lo 27 25 0 05 Apr 2022
LAMNER: Code Comment Generation Using Character Language Model and Named Entity Recognition Rishab Sharma Fuxiang Chen Fatemeh H. Fard 42 2 0 05 Apr 2022
Compilable Neural Code Generation with Compiler Feedback Xin Wang Yasheng Wang Yao Wan Fei Mi Yitong Li Pingyi Zhou Jin Liu Hao Wu Xin Jiang Qun Liu 28 66 0 10 Mar 2022
Neural Program Repair: Systems, Challenges and Solutions Wenkang Zhong Chuanyi Li Jidong Ge B. Luo 23 13 0 22 Feb 2022
What Do They Capture? -- A Structural Analysis of Pre-Trained Language Models for Source Code Yao Wan Wei-Ye Zhao Hongyu Zhang Yulei Sui Guandong Xu Hairong Jin 35 105 0 14 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 27 31 0 19 Jan 2022
Assemble Foundation Models for Automatic Code Summarization Jian Gu P. Salza H. Gall 36 34 0 13 Jan 2022
Multilingual training for Software Engineering Toufique Ahmed Prem Devanbu 70 73 0 03 Dec 2021
Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack Overflow AmirHossein Naghshzan Latifa Guerrouj Olga Baysal 19 15 0 27 Nov 2021
Code Representation Learning with Prüfer Sequences Tenzin Jinpa Yong Gao 15 0 0 14 Nov 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 24 19 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 22 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
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach Rui Xie Wei Ye Jinan Sun Shikun Zhang 28 26 0 21 Mar 2021
API2Com: On the Improvement of Automatically Generated Code Comments Using API Documentations Ramin Shahbazi Rishab Sharma Fatemeh H. Fard 24 25 0 19 Mar 2021
Code Summarization with Structure-induced Transformer Hongqiu Wu Hai Zhao Min Zhang 41 84 0 29 Dec 2020
InferCode: Self-Supervised Learning of Code Representations by Predicting Subtrees Nghi D. Q. Bui Yijun Yu Lingxiao Jiang SSL 44 104 0 13 Dec 2020
Deep Learning & Software Engineering: State of Research and Future Directions P. Devanbu Matthew B. Dwyer Sebastian G. Elbaum M. Lowry Kevin Moran Denys Poshyvanyk Baishakhi Ray Rishabh Singh Xiangyu Zhang 11 22 0 17 Sep 2020
A Systematic Literature Review on the Use of Deep Learning in Software Engineering Research Cody Watson Nathan Cooper David Nader-Palacio Kevin Moran Denys Poshyvanyk 26 111 0 14 Sep 2020
Retrieval-Augmented Generation for Code Summarization via Hybrid GNN Shangqing Liu Yu Chen Xiaofei Xie J. Siow Yang Liu 23 163 0 09 Jun 2020
A Transformer-based Approach for Source Code Summarization Wasi Uddin Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang ViT 14 375 0 01 May 2020
Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual Learning Wei Ye Rui Xie Jinglei Zhang Tianxiang Hu Xiaoyin Wang Shikun Zhang 25 74 0 24 Feb 2020
Multi-Modal Generative Adversarial Network for Short Product Title Generation in Mobile E-Commerce Jianguo Zhang Pengcheng Zou Zhao Li Yao Wan Xiuming Pan Yu Gong Philip S. Yu 32 28 0 03 Apr 2019
Improved Dynamic Memory Network for Dialogue Act Classification with Adversarial Training Yao Wan Wenqiang Yan Jianwei Gao Zhou Zhao Jian Wu Philip S. Yu 24 10 0 12 Nov 2018
Deep Reinforcement Learning for Dialogue Generation Jiwei Li Will Monroe Alan Ritter Michel Galley Jianfeng Gao Dan Jurafsky 220 1,328 0 05 Jun 2016