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1811.07234
Cited By
Improving Automatic Source Code Summarization via Deep Reinforcement Learning
17 November 2018
Yao Wan
Zhou Zhao
Min Yang
Guandong Xu
Haochao Ying
Jian Wu
Philip S. Yu
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Papers citing
"Improving Automatic Source Code Summarization via Deep Reinforcement Learning"
50 / 116 papers shown
CSSAM:Code Search via Attention Matching of Code Semantics and Structures
IEEE International Conference on Software Analysis, Evolution, and Reengineering (SANER), 2022
Yitao Hu
Bowen Cai
Yaoxiang Yu
189
5
0
08 Aug 2022
No More Fine-Tuning? An Experimental Evaluation of Prompt Tuning in Code Intelligence
Chaozheng Wang
Yuanhang Yang
Cuiyun Gao
Yun Peng
Hongyu Zhang
Michael R. Lyu
AAML
196
178
0
24 Jul 2022
An Extractive-and-Abstractive Framework for Source Code Summarization
ACM Transactions on Software Engineering and Methodology (TOSEM), 2022
Weisong Sun
Chunrong Fang
Yuchen Chen
Quanjun Zhang
Guanhong Tao
Tingxu Han
Yifei Ge
Yudu You
Bin Luo
210
43
0
15 Jun 2022
HierarchyNet: Learning to Summarize Source Code with Heterogeneous Representations
Findings (Findings), 2022
Minh Huynh Nguyen
Nghi D. Q. Bui
Truong-Son Hy
Long Tran-Thanh
Tien N. Nguyen
235
9
0
31 May 2022
Summarize and Generate to Back-translate: Unsupervised Translation of Programming Languages
Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2022
Wasi Uddin Ahmad
Saikat Chakraborty
Baishakhi Ray
Kai-Wei Chang
277
33
0
23 May 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
197
41
0
04 May 2022
A Survey of Deep Learning Models for Structural Code Understanding
Ruoting Wu
Yuxin Zhang
Qibiao Peng
Liang Chen
Zibin Zheng
232
8
0
03 May 2022
GypSum: Learning Hybrid Representations for Code Summarization
IEEE International Conference on Program Comprehension (ICPC), 2022
Yu Wang
Yu Dong
Xuesong Lu
Aoying Zhou
162
30
0
26 Apr 2022
An Exploratory Study on Code Attention in BERT
IEEE International Conference on Program Comprehension (ICPC), 2022
Rishab Sharma
Fuxiang Chen
Fatemeh H. Fard
David Lo
201
33
0
05 Apr 2022
On the Transferability of Pre-trained Language Models for Low-Resource Programming Languages
IEEE International Conference on Program Comprehension (ICPC), 2022
Fuxiang Chen
F. Fard
David Lo
T. Bryksin
193
59
0
05 Apr 2022
LAMNER: Code Comment Generation Using Character Language Model and Named Entity Recognition
IEEE International Conference on Program Comprehension (ICPC), 2022
Rishab Sharma
Fuxiang Chen
Fatemeh H. Fard
194
6
0
05 Apr 2022
M2TS: Multi-Scale Multi-Modal Approach Based on Transformer for Source Code Summarization
IEEE International Conference on Program Comprehension (ICPC), 2022
Yuexiu Gao
Chen Lyu
153
45
0
18 Mar 2022
Compilable Neural Code Generation with Compiler Feedback
Findings (Findings), 2022
Xin Wang
Yasheng Wang
Yao Wan
Fei Mi
Yitong Li
Pingyi Zhou
Jin Liu
Hao Wu
Xin Jiang
Qun Liu
209
86
0
10 Mar 2022
Neural Program Repair: Systems, Challenges and Solutions
Asia-Pacific Symposium on Internetware (AI), 2022
Wenkang Zhong
Chuanyi Li
Jidong Ge
B. Luo
217
17
0
22 Feb 2022
What Do They Capture? -- A Structural Analysis of Pre-Trained Language Models for Source Code
International Conference on Software Engineering (ICSE), 2022
Yao Wan
Wei Zhao
Hongyu Zhang
Yulei Sui
Guandong Xu
Hairong Jin
294
121
0
14 Feb 2022
Source Code Summarization with Structural Relative Position Guided Transformer
IEEE International Conference on Software Analysis, Evolution, and Reengineering (SANER), 2022
Zi Gong
Cuiyun Gao
Yasheng Wang
Wenchao Gu
Yun Peng
Zenglin Xu
128
44
0
14 Feb 2022
Meta Learning for Code Summarization
Moiz Rauf
Sebastian Padó
Michael Pradel
130
1
0
20 Jan 2022
Cross-Language Binary-Source Code Matching with Intermediate Representations
IEEE International Conference on Software Analysis, Evolution, and Reengineering (SANER), 2022
Yi Gui
Yao Wan
Hongyu Zhang
Huifang Huang
Yulei Sui
Guandong Xu
Zhiyuan Shao
Hai Jin
134
36
0
19 Jan 2022
Assemble Foundation Models for Automatic Code Summarization
IEEE International Conference on Software Analysis, Evolution, and Reengineering (SANER), 2022
Jian Gu
P. Salza
H. Gall
287
40
0
13 Jan 2022
Energy-bounded Learning for Robust Models of Code
Nghi D. Q. Bui
Yijun Yu
OODD
220
2
0
20 Dec 2021
Multilingual training for Software Engineering
Toufique Ahmed
Prem Devanbu
367
89
0
03 Dec 2021
AST-Transformer: Encoding Abstract Syntax Trees Efficiently for Code Summarization
Ze Tang
Chuanyi Li
Jidong Ge
Xiaoyu Shen
Zhengding Zhu
B. Luo
164
31
0
02 Dec 2021
Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack Overflow
IEEE Working Conference on Source Code Analysis and Manipulation (SCAM), 2021
AmirHossein Naghshzan
Latifa Guerrouj
Olga Baysal
153
18
0
27 Nov 2021
GN-Transformer: Fusing Sequence and Graph Representation for Improved Code Summarization
Junyan Cheng
Iordanis Fostiropoulos
Barry W. Boehm
107
10
0
17 Nov 2021
Code Representation Learning with Prüfer Sequences
AAAI Conference on Artificial Intelligence (AAAI), 2021
Tenzin Jinpa
Yong Gao
152
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
245
74
0
18 Oct 2021
Improving Stack Overflow question title generation with copying enhanced CodeBERT model and bi-modal information
Information and Software Technology (Inf. Softw. Technol.), 2021
Fengji Zhang
Xiao Yu
J. Keung
Fuyang Li
Zhiwen Xie
Zhen Yang
Caoyuan Ma
Zhimin Zhang
254
29
0
27 Sep 2021
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy
Colin B. Clement
Shuai Lu
Xiaoyu Liu
Michele Tufano
Dawn Drain
Nan Duan
Neel Sundaresan
Alexey Svyatkovskiy
158
31
0
17 Sep 2021
CodeQA: A Question Answering Dataset for Source Code Comprehension
Chenxiao Liu
Xiaojun Wan
213
40
0
17 Sep 2021
Impact of Evaluation Methodologies on Code Summarization
Annual Meeting of the Association for Computational Linguistics (ACL), 2021
Pengyu Nie
Jiyang Zhang
Junyi Jessy Li
Raymond J. Mooney
Miloš Gligorić
233
20
0
22 Aug 2021
On the Evaluation of Neural Code Summarization
International Conference on Software Engineering (ICSE), 2021
Ensheng Shi
Yanlin Wang
Lun Du
Junjie Chen
Shi Han
Hongyu Zhang
Dongmei Zhang
Hongbin Sun
ELM
383
109
0
15 Jul 2021
Memorization and Generalization in Neural Code Intelligence Models
Md Rafiqul Islam Rabin
Aftab Hussain
Mohammad Amin Alipour
Vincent J. Hellendoorn
TDI
247
48
0
16 Jun 2021
Code to Comment Translation: A Comparative Study on Model Effectiveness & Errors
Junayed Mahmud
Fahim Faisal
Raihan Islam Arnob
Antonios Anastasopoulos
Kevin Moran
199
21
0
15 Jun 2021
Code Structure Guided Transformer for Source Code Summarization
ACM Transactions on Software Engineering and Methodology (TOSEM), 2021
Shuzheng Gao
Cuiyun Gao
Yulan He
Jichuan Zeng
L. Nie
Xin Xia
Michael R. Lyu
211
118
0
19 Apr 2021
Perfection Not Required? Human-AI Partnerships in Code Translation
International Conference on Intelligent User Interfaces (IUI), 2021
Justin D. Weisz
Michael J. Muller
Stephanie Houde
John T. Richards
Steven I. Ross
Fernando Martinez
Mayank Agarwal
Kartik Talamadupula
195
157
0
08 Apr 2021
deGraphCS: Embedding Variable-based Flow Graph for Neural Code Search
ACM Transactions on Software Engineering and Methodology (TOSEM), 2021
Chen Zeng
Yue Yu
Shanshan Li
Xin Xia
Zhiming Wang
Mingyang Geng
Linxiao Bai
Wei Dong
Xiangke Liao
GNN
206
48
0
24 Mar 2021
Project-Level Encoding for Neural Source Code Summarization of Subroutines
IEEE International Conference on Program Comprehension (ICPC), 2021
Aakash Bansal
S. Haque
Collin McMillan
152
56
0
22 Mar 2021
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach
IEEE International Conference on Program Comprehension (ICPC), 2021
Rui Xie
Wei Ye
Jinan Sun
Shikun Zhang
124
30
0
21 Mar 2021
API2Com: On the Improvement of Automatically Generated Code Comments Using API Documentations
IEEE International Conference on Program Comprehension (ICPC), 2021
Ramin Shahbazi
Rishab Sharma
Fatemeh H. Fard
209
31
0
19 Mar 2021
IOT: Instance-wise Layer Reordering for Transformer Structures
International Conference on Learning Representations (ICLR), 2021
Jinhua Zhu
Lijun Wu
Ziheng Lu
Shufang Xie
Tao Qin
Wen-gang Zhou
Houqiang Li
Tie-Yan Liu
188
8
0
05 Mar 2021
Code Summarization with Structure-induced Transformer
Findings (Findings), 2020
Hongqiu Wu
Hai Zhao
Min Zhang
241
96
0
29 Dec 2020
InferCode: Self-Supervised Learning of Code Representations by Predicting Subtrees
International Conference on Software Engineering (ICSE), 2020
Nghi D. Q. Bui
Yijun Yu
Lingxiao Jiang
SSL
231
117
0
13 Dec 2020
Latent Programmer: Discrete Latent Codes for Program Synthesis
International Conference on Machine Learning (ICML), 2020
Joey Hong
David Dohan
Rishabh Singh
Charles Sutton
Manzil Zaheer
325
24
0
01 Dec 2020
Holistic Combination of Structural and Textual Code Information for Context based API Recommendation
Chi Chen
Xin Peng
Zhenchang Xing
Jun Sun
Xin Wang
Yifan Zhao
Wenyun Zhao
122
37
0
15 Oct 2020
PyMT5: multi-mode translation of natural language and Python code with transformers
Colin B. Clement
Dawn Drain
Jonathan Timcheck
Alexey Svyatkovskiy
Neel Sundaresan
176
160
0
07 Oct 2020
Code to Comment "Translation": Data, Metrics, Baselining & Evaluation
International Conference on Automated Software Engineering (ASE), 2020
David Gros
Hariharan Sezhiyan
Prem Devanbu
Zhou Yu
170
82
0
03 Oct 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
128
23
0
17 Sep 2020
A Systematic Literature Review on the Use of Deep Learning in Software Engineering Research
ACM Transactions on Software Engineering and Methodology (TOSEM), 2020
Cody Watson
Nathan Cooper
David Nader-Palacio
Kevin Moran
Denys Poshyvanyk
278
139
0
14 Sep 2020
Self-Supervised Contrastive Learning for Code Retrieval and Summarization via Semantic-Preserving Transformations
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2020
Nghi D. Q. Bui
Yijun Yu
Lingxiao Jiang
SSL
486
132
0
06 Sep 2020
Synergy between Machine/Deep Learning and Software Engineering: How Far Are We?
Simin Wang
LiGuo Huang
Jidong Ge
Tengfei Zhang
Haitao Feng
Ming Li
He Zhang
Vincent Ng
AI4CE
158
7
0
12 Aug 2020
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