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Automated Vulnerability Detection in Source Code Using Deep Representation Learning

11 July 2018

Papers citing "Automated Vulnerability Detection in Source Code Using Deep Representation Learning"

50 / 123 papers shown

Title
Transformer-based Vulnerability Detection in Code at EditTime: Zero-shot, Few-shot, or Fine-tuning? Aaron Chan Anant Kharkar Roshanak Zilouchian Moghaddam Yevhen Mohylevskyy Alec Helyar Eslam Kamal Mohamed Elkamhawy Neel Sundaresan 63 24 0 23 May 2023
Vulnerability Detection Using Two-Stage Deep Learning Models Mohamed Mjd Alhafi Mohammad Hammade Khloud Al Jallad 79 1 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 50 6 0 08 May 2023
An Unbiased Transformer Source Code Learning with Semantic Vulnerability Graph Nafis Tanveer Islam G. Parra Dylan Manuel E. Bou-Harb Peyman Najafirad 81 10 0 17 Apr 2023
DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability Detection Yizheng Chen Zhoujie Ding Lamya Alowain Xinyun Chen David Wagner AAML 111 157 0 01 Apr 2023
Automated Vulnerability Detection in Source Code Using Quantum Natural Language Processing Mst. Shapna Akter Hossain Shahriar Zakirul Alam Bhuiya 45 8 0 13 Mar 2023
Software Vulnerability Prediction Knowledge Transferring Between Programming Languages Khadija Hanifi R. Fouladi Basak Gencer Unsalver Goksu Karadag AAML 40 4 0 10 Mar 2023
xCodeEval: A Large Scale Multilingual Multitask Benchmark for Code Understanding, Generation, Translation and Retrieval Mohammad Abdullah Matin Khan M Saiful Bari Xuan Long Do Weishi Wang Md. Rizwan Parvez Shafiq Joty ALM ELM 117 23 0 06 Mar 2023
ML-FEED: Machine Learning Framework for Efficient Exploit Detection Tanujay Saha Tamjid Al-Rahat N. Aaraj Yuan Tian N. Jha 56 3 0 11 Jan 2023
AutoMESC: Automatic Framework for Mining and Classifying Ethereum Smart Contract Vulnerabilities and Their Fixes M. Soud I. Qasse Grischa Liebel Mohammad Hamdaqa 39 8 0 20 Dec 2022
An Empirical Study of Deep Learning Models for Vulnerability Detection Benjamin Steenhoek Md. Mahbubur Rahman Richard Jiles Wei Le ELM AAML 88 91 0 15 Dec 2022
Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection Benjamin Steenhoek Hongyang Gao Wei Le 100 36 0 15 Dec 2022
A Survey on Natural Language Processing for Programming Qingfu Zhu Xianzhen Luo Fang Liu Cuiyun Gao Wanxiang Che 74 3 0 12 Dec 2022
ICSPatch: Automated Vulnerability Localization and Non-Intrusive Hotpatching in Industrial Control Systems using Data Dependence Graphs Prashant Hari Narayan Rajput Constantine Doumanidis Michail Maniatakos 34 18 0 08 Dec 2022
DCDetector: An IoT terminal vulnerability mining system based on distributed deep ensemble learning under source code representation Wen Zhou 26 0 0 29 Nov 2022
Do Software Security Practices Yield Fewer Vulnerabilities? Nusrat Zahan S. Shohan Dan Harris Laurie A. Williams 78 16 0 20 Oct 2022
Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin Principle Van Nguyen Trung Le Chakkrit Tantithamthavorn John C. Grundy Hung Nguyen Dinh Q. Phung 67 4 0 19 Sep 2022
Malicious Source Code Detection Using Transformer Chen Tsfaty Michael Fire 62 4 0 16 Sep 2022
Smart Contract Vulnerability Detection Technique: A Survey Peng Qian Zhenguang Liu Qinming He Butian Huang Duanzheng Tian Xun Wang 61 57 0 13 Sep 2022
Evaluating the Future Device Security Risk Indicator for Hundreds of IoT Devices Pascal Oser Felix Engelmann S. Lüders F. Kargl 51 1 0 08 Sep 2022
SoK: Explainable Machine Learning for Computer Security Applications A. Nadeem D. Vos Clinton Cao Luca Pajola Simon Dieck Robert Baumgartner S. Verwer 136 42 0 22 Aug 2022
Multi-View Pre-Trained Model for Code Vulnerability Identification Xuxia Jiang Yinhao Xiao Jun Wang Wei Zhang 48 1 0 10 Aug 2022
DeepPERF: A Deep Learning-Based Approach For Improving Software Performance Spandan Garg Roshanak Zilouchian Moghaddam Colin B. Clement Neel Sundaresan Chen Henry Wu 76 9 0 27 Jun 2022
VulBERTa: Simplified Source Code Pre-Training for Vulnerability Detection Hazim Hanif S. Maffeis 129 113 0 25 May 2022
CV4Code: Sourcecode Understanding via Visual Code Representations Ruibo Shi Lili Tao Rohan Saphal Fran Silavong Sean J. Moran 42 0 0 11 May 2022
Transformer-Based Language Models for Software Vulnerability Detection Chandra Thapa Seung Ick Jang Muhammad Ejaz Ahmed S. Çamtepe J. Pieprzyk Surya Nepal 86 98 0 07 Apr 2022
Learning Program Semantics with Code Representations: An Empirical Study J. Siow Shangqing Liu Xiaofei Xie Guozhu Meng Yang Liu 61 43 0 22 Mar 2022
Learning to Reduce False Positives in Analytic Bug Detectors Anant Kharkar Roshanak Zilouchian Moghaddam Matthew Jin Xiaoyu Liu Xin Shi Colin B. Clement Neel Sundaresan 64 44 0 08 Mar 2022
Featherweight Assisted Vulnerability Discovery D. Binkley Leon Moonen Sibren Isaacman AAML 24 0 0 06 Feb 2022
GraphEye: A Novel Solution for Detecting Vulnerable Functions Based on Graph Attention Network Li Zhou Minhuan Huang Yujun Li Yuanping Nie Jin Li Yiwei Liu 44 7 0 05 Feb 2022
VUDENC: Vulnerability Detection with Deep Learning on a Natural Codebase for Python Laura Wartschinski Yannic Noller Thomas Vogel Timo Kehrer L. Grunske 68 85 0 20 Jan 2022
VELVET: a noVel Ensemble Learning approach to automatically locate VulnErable sTatements Yangruibo Ding Sahil Suneja Yunhui Zheng Jim Laredo Alessandro Morari Gail E. Kaiser Baishakhi Ray AAML 122 49 0 20 Dec 2021
ROMEO: Exploring Juliet through the Lens of Assembly Language C. Brust Tim Sonnekalb Bernd Gruner 38 4 0 13 Dec 2021
Boosting the Capability of Intelligent Vulnerability Detection by Training in a Human-Learning Manner Shihan Dou Yueming Wu Wenxuan Li Feng Cheng Wei Yang Yang Liu 26 0 0 12 Dec 2021
Data-Driven AI Model Signal-Awareness Enhancement and Introspection Sahil Suneja Yufan Zhuang Yunhui Zheng Jim Laredo Alessandro Morari SyDa 86 1 0 10 Nov 2021
Counterfactual Explanations for Models of Code Jürgen Cito Işıl Dillig V. Murali S. Chandra AAML LRM 73 52 0 10 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 83 65 0 18 Oct 2021
ReGVD: Revisiting Graph Neural Networks for Vulnerability Detection Van-Anh Nguyen Dai Quoc Nguyen Van Nguyen Trung Le Quan Hung Tran Dinh Q. Phung 87 117 0 14 Oct 2021
Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation Yufan Zhuang Sahil Suneja Veronika Thost Giacomo Domeniconi Alessandro Morari Jim Laredo GNN 71 15 0 07 Sep 2021
VulSPG: Vulnerability detection based on slice property graph representation learning Weining Zheng Yuan Jiang Xiaohong Su 66 33 0 06 Sep 2021
Towards Making Deep Learning-based Vulnerability Detectors Robust Zhen Li Jing Tang Deqing Zou Qian Chen Shouhuai Xu Chao Zhang Yichen Li Hai Jin AAML 20 8 0 02 Aug 2021
CVEfixes: Automated Collection of Vulnerabilities and Their Fixes from Open-Source Software G. Bhandari Amara Naseer Leon Moonen 70 166 0 19 Jul 2021
A Survey on Data-driven Software Vulnerability Assessment and Prioritization T. H. Le Huaming Chen Muhammad Ali Babar 98 86 0 18 Jul 2021
Vulnerability Detection with Fine-grained Interpretations Yi Li Shaohua Wang Tien N Nguyen AAML 107 236 0 19 Jun 2021
On using distributed representations of source code for the detection of C security vulnerabilities D. Coimbra Sofia Reis Rui Abreu Corina Puasuareanu H. Erdogmus 57 19 0 01 Jun 2021
SPI: Automated Identification of Security Patches via Commits Yaqin Zhou J. Siow Chenyu Wang Shangqing Liu Yang Liu 41 70 0 30 May 2021
Code2Image: Intelligent Code Analysis by Computer Vision Techniques and Application to Vulnerability Prediction Z. Bilgin 23 7 0 07 May 2021
Security Vulnerability Detection Using Deep Learning Natural Language Processing Noah Ziems Shaoen Wu 93 58 0 06 May 2021
A comparative study of neural network techniques for automatic software vulnerability detection Gaigai Tang Lianxiao Meng Shuangyin Ren Weipeng Cao Qiang Wang Lin Yang 48 17 0 29 Apr 2021
Literature review on vulnerability detection using NLP technology Jiajie Wu 145 15 0 23 Apr 2021