Deep Learning for Source Code Modeling and Generation: Models, Applications and Challenges

13 February 2020

Hao Chen

Papers citing "Deep Learning for Source Code Modeling and Generation: Models, Applications and Challenges"

30 / 30 papers shown

Title
Misty: UI Prototyping Through Interactive Conceptual Blending Yuwen Lu Alan Leung Amanda Swearngin Jeffrey Nichols Titus Barik 26 3 0 20 Sep 2024
SuperCoder2.0: Technical Report on Exploring the feasibility of LLMs as Autonomous Programmer Anmol Gautam Kishore Kumar Adarsh Jha Mukunda NS Ishaan Bhola 59 1 0 17 Sep 2024
Adaptive In-conversation Team Building for Language Model Agents Linxin Song Jiale Liu Jieyu Zhang Shaokun Zhang Ao Luo Shijian Wang Qingyun Wu Chi Wang LLMAG 68 10 0 29 May 2024
Are Latent Vulnerabilities Hidden Gems for Software Vulnerability Prediction? An Empirical Study T. H. Le Xiaoning Du Muhammad Ali Babar 23 7 0 20 Jan 2024
A Lightweight Framework for High-Quality Code Generation Mohammed Latif Siddiq B.K. Casey Joanna C. S. Santos 38 17 0 17 Jul 2023
Neural Machine Translation for Code Generation K. Dharma Clayton T. Morrison 32 4 0 22 May 2023
ML-driven Hardware Cost Model for MLIR Dibyendu Das Sandya Mannarswamy 25 0 0 14 Feb 2023
Machine Learning for Software Engineering: A Tertiary Study Zoe Kotti R. Galanopoulou D. Spinellis 23 21 0 17 Nov 2022
Execution-based Evaluation for Data Science Code Generation Models Junjie Huang Chenglong Wang Jipeng Zhang Cong Yan Haotian Cui J. Inala Colin B. Clement Nan Duan Jianfeng Gao ELM 33 35 0 17 Nov 2022
MIXCODE: Enhancing Code Classification by Mixup-Based Data Augmentation Zeming Dong Qiang Hu Yuejun Guo Maxime Cordy Mike Papadakis Zhenya Zhang Yves Le Traon Jianjun Zhao 25 8 0 06 Oct 2022
T5QL: Taming language models for SQL generation Samuel Arcadinho David Oliveira Aparício Hugo Veiga António Alegria 16 6 0 21 Sep 2022
Towards Top-Down Automated Development in Limited Scopes: A Neuro-Symbolic Framework from Expressibles to Executables Jian Gu H. Gall 19 0 0 04 Sep 2022
LAMNER: Code Comment Generation Using Character Language Model and Named Entity Recognition Rishab Sharma Fuxiang Chen Fatemeh H. Fard 36 2 0 05 Apr 2022
SmartValidator: A Framework for Automatic Identification and Classification of Cyber Threat Data Chadni Islam Muhammad Ali Babar Roland Croft Helge Janicke 33 19 0 15 Mar 2022
LineVD: Statement-level Vulnerability Detection using Graph Neural Networks David Hin Andrey Kan Huaming Chen M. Babar 26 158 0 10 Mar 2022
Assemble Foundation Models for Automatic Code Summarization Jian Gu P. Salza H. Gall 28 34 0 13 Jan 2022
Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack Overflow AmirHossein Naghshzan Latifa Guerrouj Olga Baysal 17 15 0 27 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
Automated Security Assessment for the Internet of Things Xuanyu Duan Mengmeng Ge T. H. Le Faheem Ullah Shang Gao Xuequan Lu M. Babar 55 19 0 09 Sep 2021
DeepCVA: Automated Commit-level Vulnerability Assessment with Deep Multi-task Learning T. H. Le David Hin Roland Croft Muhammad Ali Babar 20 50 0 18 Aug 2021
A Survey on Data-driven Software Vulnerability Assessment and Prioritization T. H. Le Huaming Chen Muhammad Ali Babar 24 78 0 18 Jul 2021
PSIMiner: A Tool for Mining Rich Abstract Syntax Trees from Code Egor Spirin Egor Bogomolov V. Kovalenko T. Bryksin 28 15 0 23 Mar 2021
Code Completion by Modeling Flattened Abstract Syntax Trees as Graphs Yanlin Wang Hui Li 10 85 0 17 Mar 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 32 2 0 04 Jan 2021
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 29 79 0 17 Sep 2020
Automated Source Code Generation and Auto-completion Using Deep Learning: Comparing and Discussing Current Language-Model-Related Approaches Juan Cruz-Benito Sanjay Vishwakarma Francisco Martín-Fernández Ismael Faro Ibm Quantum 22 30 0 16 Sep 2020
A Literature Study of Embeddings on Source Code Zimin Chen Monperrus Martin 49 82 0 05 Apr 2019
Six Challenges for Neural Machine Translation Philipp Koehn Rebecca Knowles AAML AIMat 215 1,207 0 12 Jun 2017
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 261 1,275 0 06 Mar 2017
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,743 0 26 Sep 2016