A Survey on Machine Learning Techniques for Source Code Analysis

18 October 2021

Papers citing "A Survey on Machine Learning Techniques for Source Code Analysis"

25 / 25 papers shown

Title
Review of Generative AI Methods in Cybersecurity Yagmur Yigit William J. Buchanan Madjid G Tehrani Leandros A. Maglaras AAML 35 18 0 13 Mar 2024
On the Effectiveness of Machine Learning-based Call Graph Pruning: An Empirical Study A. Mir Mehdi Keshani Sebastian Proksch 10 1 0 11 Feb 2024
CONCORD: Towards a DSL for Configurable Graph Code Representation M. Saad Tushar Sharma 17 2 0 31 Jan 2024
Can You Improve My Code? Optimizing Programs with Local Search Fatemeh Abdollahi Saqib Ameen Matthew E. Taylor Levi H. S. Lelis 11 0 0 10 Jul 2023
An Exploratory Literature Study on Sharing and Energy Use of Language Models for Source Code Max Hort Anastasiia Grishina Leon Moonen 18 2 0 05 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 33 78 0 04 Jul 2023
MPI-rical: Data-Driven MPI Distributed Parallelism Assistance with Transformers Nadav Schneider Tal Kadosh N. Hasabnis Tim Mattson Yuval Pinter Gal Oren 28 8 0 16 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
Smart Learning to Find Dumb Contracts (Extended Version) Tamer Abdelaziz Aquinas Hobor 10 5 0 21 Apr 2023
DACOS-A Manually Annotated Dataset of Code Smells Himesh Nandani M. Saad Tushar Sharma 11 5 0 15 Mar 2023
Large Language Models Meet NL2Code: A Survey Daoguang Zan B. Chen Fengji Zhang Di Lu Bingchao Wu Bei Guan Yongji Wang Jian-Guang Lou ELM ALM 31 167 0 19 Dec 2022
NeuDep: Neural Binary Memory Dependence Analysis Kexin Pei Dongdong She Michael Wang Scott Geng Zhou Xuan Yaniv David Junfeng Yang Suman Jana Baishakhi Ray 19 5 0 04 Oct 2022
Evaluating the Impact of Source Code Parsers on ML4SE Models I. Utkin Egor Spirin Egor Bogomolov T. Bryksin ELM 23 7 0 17 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 28 10 0 11 Jun 2022
CV4Code: Sourcecode Understanding via Visual Code Representations Ruibo Shi Lili Tao Rohan Saphal Fran Silavong Sean J. Moran 18 0 0 11 May 2022
Learning to Parallelize in a Shared-Memory Environment with Transformers Reém Harel Yuval Pinter Gal Oren 45 17 0 27 Apr 2022
Follow the Leader: Technical and Inspirational Leadership in Open Source Software Jérôme Hergueux Samuel Kessler AI4TS 6 5 0 21 Mar 2022
Extracting Label-specific Key Input Features for Neural Code Intelligence Models Md Rafiqul Islam Rabin AAML 40 0 0 14 Feb 2022
Enabling Automatic Repair of Source Code Vulnerabilities Using Data-Driven Methods Anastasiia Grishina 37 7 0 07 Feb 2022
End to End Software Engineering Research Idan Amit 16 3 0 22 Dec 2021
Code2Snapshot: Using Code Snapshots for Learning Representations of Source Code Md Rafiqul Islam Rabin Mohammad Amin Alipour 27 5 0 01 Nov 2021
Memorization and Generalization in Neural Code Intelligence Models Md Rafiqul Islam Rabin Aftab Hussain Mohammad Amin Alipour Vincent J. Hellendoorn TDI 27 40 0 16 Jun 2021
CURE: Code-Aware Neural Machine Translation for Automatic Program Repair Nan Jiang Thibaud Lutellier Lin Tan NAI 134 233 0 26 Feb 2021
Learning to Represent Programs with Heterogeneous Graphs Kechi Zhang Wenhan Wang Huangzhao Zhang Ge Li Zhi Jin GNN 14 63 0 08 Dec 2020
Deep Learning for Source Code Modeling and Generation: Models, Applications and Challenges T. H. Le Hao Chen Muhammad Ali Babar VLM 54 152 0 13 Feb 2020