A Survey of Machine Learning for Big Code and Naturalness

18 September 2017

Papers citing "A Survey of Machine Learning for Big Code and Naturalness"

50 / 115 papers shown

Title
A Large-scale Class-level Benchmark Dataset for Code Generation with LLMs Musfiqur Rahman SayedHassan Khatoonabadi Emad Shihab ALM 39 0 0 22 Apr 2025
Bringing Structure to Naturalness: On the Naturalness of ASTs Profir-Petru Pârţachi Mahito Sugiyama 27 0 0 11 Apr 2025
Deep Learning-based Intrusion Detection Systems: A Survey Zhiwei Xu Yujuan Wu Shiheng Wang Jiabao Gao Tian Qiu Ziqi Wang Hai Wan Xibin Zhao 26 1 0 10 Apr 2025
Enhancing Code LLM Training with Programmer Attention Y. Zhang Chen Huang Z. Karas Dung T. Nguyen Kevin Leach Yu Huang 75 0 0 19 Mar 2025
Aligning Crowd-sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models M. Wong C. Tan ALM 83 4 0 19 Mar 2025
Fully Autonomous Programming using Iterative Multi-Agent Debugging with Large Language Models Anastasiia Grishina Vadim Liventsev Aki Härmä Leon Moonen ELM 87 0 0 10 Mar 2025
Empirical evaluation of LLMs in predicting fixes of Configuration bugs in Smart Home System Sheikh Moonwara Anjum Monisha Atul Bharadwaj 49 0 0 16 Feb 2025
Process-Supervised Reinforcement Learning for Code Generation Yufan Ye Ting Zhang Wenbin Jiang Hua Huang OffRL LRM SyDa 63 1 0 03 Feb 2025
From Critique to Clarity: A Pathway to Faithful and Personalized Code Explanations with Large Language Models Zexing Xu Zhuang Luo Yichuan Li Kyumin Lee S. Rasoul Etesami 38 0 0 28 Jan 2025
Deep Learning-Based Identification of Inconsistent Method Names: How Far Are We? Taiming Wang Yuxia Zhang Lin Jiang Yi Tang Guangjie Li Hui Liu 88 1 0 22 Jan 2025
Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey Junqiao Wang Zeng Zhang Yangfan He Yuyang Song Tianyu Shi ... Hengyuan Xu Kunyu Wu Guangwu Qian Qiuwu Chen Lewei He 38 11 0 03 Jan 2025
Mastering the Craft of Data Synthesis for CodeLLMs Meng Chen Philip Arthur Qianyu Feng Cong Duy Vu Hoang Yu-Heng Hong ... Mark Johnson Kemal Kurniawan Don Dharmasiri Long Duong Yuan-Fang Li SyDa 60 1 0 16 Oct 2024
A Systematic Evaluation of Large Language Models for Natural Language Generation Tasks Xuanfan Ni Piji Li ELM LRM 34 8 0 16 May 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 35 20 0 30 Dec 2023
Learning Generalizable Program and Architecture Representations for Performance Modeling Lingda Li T. Flynn A. Hoisie 26 1 0 25 Oct 2023
EditSum: A Retrieve-and-Edit Framework for Source Code Summarization Jia Li Yongming Li Ge Li Xing Hu Xin Xia Zhi Jin 25 65 0 26 Aug 2023
AST-MHSA : Code Summarization using Multi-Head Self-Attention Y. Nagaraj U. Gupta 20 1 0 10 Aug 2023
COMEX: A Tool for Generating Customized Source Code Representations Debeshee Das N. Mathews Alex Mathai Srikanth G. Tamilselvam Kranthi Sedamaki S. Chimalakonda Atul Kumar VLM 23 5 0 10 Jul 2023
Natural Language Generation and Understanding of Big Code for AI-Assisted Programming: A Review M. Wong Shangxin Guo Ching Nam Hang Siu-Wai Ho C. Tan 42 78 0 04 Jul 2023
Neural Machine Translation for Code Generation K. Dharma Clayton T. Morrison 32 4 0 22 May 2023
Towards Code Generation from BDD Test Case Specifications: A Vision Leon Chemnitz David Reichenbach Hani Aldebes Mariam Naveed Krishna Narasimhan Mira Mezini 16 3 0 19 May 2023
Modelling Concurrency Bugs Using Machine Learning Teodor Rares Begu 13 0 0 08 May 2023
The EarlyBIRD Catches the Bug: On Exploiting Early Layers of Encoder Models for More Efficient Code Classification Anastasiia Grishina Max Hort Leon Moonen 22 6 0 08 May 2023
Implant Global and Local Hierarchy Information to Sequence based Code Representation Models Kechi Zhang Zhuo Li Zhi Jin Ge Li 29 7 0 14 Mar 2023
xASTNN: Improved Code Representations for Industrial Practice Zhiwei Xu Min Zhou Xibin Zhao Yang Chen Xi Cheng Hongyu Zhang AI4TS 29 5 0 13 Mar 2023
CodeBERTScore: Evaluating Code Generation with Pretrained Models of Code Shuyan Zhou Uri Alon Sumit Agarwal Graham Neubig ELM ALM 40 98 0 10 Feb 2023
VuLASTE: Long Sequence Model with Abstract Syntax Tree Embedding for vulnerability Detection Botong Zhu Huobin Tan 29 0 0 05 Feb 2023
Serenity: Library Based Python Code Analysis for Code Completion and Automated Machine Learning Wenting Zhao Ibrahim Abdelaziz Julian T Dolby Kavitha Srinivas M. Helali Essam Mansour 24 0 0 05 Jan 2023
JEMMA: An Extensible Java Dataset for ML4Code Applications Anjan Karmakar Miltiadis Allamanis Romain Robbes VLM 29 3 0 18 Dec 2022
DexBERT: Effective, Task-Agnostic and Fine-grained Representation Learning of Android Bytecode Tiezhu Sun Kevin Allix Kisub Kim Xin Zhou Dongsun Kim David Lo Tegawende F. Bissyande Jacques Klein 24 11 0 12 Dec 2022
Machine Learning for Software Engineering: A Tertiary Study Zoe Kotti R. Galanopoulou D. Spinellis 31 21 0 17 Nov 2022
Rethinking Storage Management for Data Processing Pipelines in Cloud Data Centers Ubaid Ullah Hafeez Martin Maas Mustafa Uysal Richard McDougall 11 0 0 04 Nov 2022
Poison Attack and Defense on Deep Source Code Processing Models Jia Li Zhuo Li Huangzhao Zhang Ge Li Zhi Jin Xing Hu Xin Xia AAML 40 16 0 31 Oct 2022
Comparing neural network training performance between Elixir and Python Lucas C. Tavano Lucas K. Amin Adolfo Gustavo Serra Seca Neto 13 0 0 25 Oct 2022
CAT-probing: A Metric-based Approach to Interpret How Pre-trained Models for Programming Language Attend Code Structure Nuo Chen Qiushi Sun Renyu Zhu Xiang Li Xuesong Lu Ming Gao 44 10 0 07 Oct 2022
Finding Reusable Machine Learning Components to Build Programming Language Processing Pipelines Patrick Flynn T. Vanderbruggen C. Liao Pei-Hung Lin M. Emani Xipeng Shen 21 4 0 11 Aug 2022
Test2Vec: An Execution Trace Embedding for Test Case Prioritization E. Jabbar Soheila Zangeneh Hadi Hemmati R. Feldt 43 5 0 28 Jun 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
CodeS: Towards Code Model Generalization Under Distribution Shift Qiang Hu Yuejun Guo Xiaofei Xie Maxime Cordy Lei Ma Mike Papadakis Yves Le Traon OOD 30 10 0 11 Jun 2022
A Neural Network Architecture for Program Understanding Inspired by Human Behaviors Renyu Zhu Lei Yuan Xiang Li Ming Gao Wenyuan Cai 29 8 0 10 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 26 33 0 04 May 2022
Compositional Generalization and Decomposition in Neural Program Synthesis Kensen Shi Joey Hong Manzil Zaheer Pengcheng Yin Charles Sutton 37 5 0 07 Apr 2022
CoCoSoDa: Effective Contrastive Learning for Code Search Ensheng Shi Yanlin Wang Wenchao Gu Lun Du Hongyu Zhang Shi Han Dongmei Zhang Hongbin Sun 41 33 0 07 Apr 2022
PACE: A Parallelizable Computation Encoder for Directed Acyclic Graphs Zehao Dong Muhan Zhang Fuhai Li Yixin Chen CML GNN 33 17 0 19 Mar 2022
Static Prediction of Runtime Errors by Learning to Execute Programs with External Resource Descriptions David Bieber Rishab Goel Daniel Zheng Hugo Larochelle Daniel Tarlow 16 15 0 07 Mar 2022
Better Together? An Evaluation of AI-Supported Code Translation Justin D. Weisz Michael J. Muller Steven I. Ross Fernando Martinez Stephanie Houde Mayank Agarwal Kartik Talamadupula John T. Richards 29 67 0 15 Feb 2022
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming Sequences M. Izadi Roberta Gismondi Georgios Gousios 23 97 0 14 Feb 2022
A Survey on Artificial Intelligence for Source Code: A Dialogue Systems Perspective Erfan Al-Hossami Samira Shaikh 32 6 0 10 Feb 2022
Towards Property-Based Tests in Natural Language Colin S. Gordon ELM 14 2 0 08 Feb 2022
Featherweight Assisted Vulnerability Discovery D. Binkley Leon Moonen Sibren Isaacman AAML 11 0 0 06 Feb 2022