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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
Today's Cat Is Tomorrow's Dog: Accounting for Time-Based Changes in the Labels of ML Vulnerability Detection Approaches Ranindya Paramitha Yuan Feng Fabio Massacci MLAU 27 0 0 13 Jun 2025
AI-Based Software Vulnerability Detection: A Systematic Literature Review Samiha Shimmi Hamed Okhravi Mona Rahimi 117 0 0 12 Jun 2025
Eradicating the Unseen: Detecting, Exploiting, and Remediating a Path Traversal Vulnerability across GitHub Jafar Akhoundali Hamidreza Hamidi Kristian Rietveld Olga Gadyatskaya 28 0 0 26 May 2025
Let the Trial Begin: A Mock-Court Approach to Vulnerability Detection using LLM-Based Agents Ratnadira Widyasari Martin Weyssow Ivana Clairine Irsan Han Wei Ang Frank Liauw Eng Lieh Ouh Lwin Khin Shar Hong Jin Kang David Lo LLMAG 80 0 0 16 May 2025
Vulnerability Detection: From Formal Verification to Large Language Models and Hybrid Approaches: A Comprehensive Overview Norbert Tihanyi Tamás Bisztray M. Ferrag Bilel Cherif Richard A. Dubniczky Ridhi Jain Lucas C. Cordeiro 108 1 0 13 Mar 2025
CASTLE: Benchmarking Dataset for Static Code Analyzers and LLMs towards CWE Detection Richard A. Dubniczky Krisztofer Zoltán Horvát Tamás Bisztray M. Ferrag Lucas C. Cordeiro Norbert Tihanyi 135 1 0 12 Mar 2025
You Only Train Once: A Flexible Training Framework for Code Vulnerability Detection Driven by Vul-Vector Bowen Tian Zhengyang Xu Mingqiang Wu Songning Lai Yutai Yue AAML 27 0 0 12 Mar 2025
Evaluating LLaMA 3.2 for Software Vulnerability Detection José Gonçalves Miguel Silva Bernardo Cabral Tiago Dias Eva Maia Isabel Praça Ricardo Severino Luis Lino Ferreira 78 1 0 10 Mar 2025
Detecting Code Vulnerabilities with Heterogeneous GNN Training Yu Luo Weifeng Xu Dianxiang Xu 111 0 0 24 Feb 2025
SURGE: On the Potential of Large Language Models as General-Purpose Surrogate Code Executors Bohan Lyu Siqiao Huang Zichen Liang Qi-An Sun Jiaming Zhang ELM LRM 130 0 0 16 Feb 2025
How Should We Build A Benchmark? Revisiting 274 Code-Related Benchmarks For LLMs Jialun Cao Yuk-Kit Chan Zixuan Ling Wenxuan Wang Shuqing Li ... Pinjia He Shuai Wang Zibin Zheng Michael R. Lyu Shing-Chi Cheung ALM 167 2 0 18 Jan 2025
MVD: A Multi-Lingual Software Vulnerability Detection Framework Boyu Zhang T. H. Le M. Babar 110 0 0 09 Dec 2024
EnStack: An Ensemble Stacking Framework of Large Language Models for Enhanced Vulnerability Detection in Source Code Shahriyar Zaman Ridoy Md. Shazzad Hossain Shaon A. Cuzzocrea Mst. Shapna Akter 91 0 0 25 Nov 2024
In-Context Code-Text Learning for Bimodal Software Engineering Xunzhu Tang Liran Wang Yonghui Liu Linzheng Chai Jian Yang Zhoujun Li Haoye Tian Jacques Klein Tegawende F. Bissyande 122 0 0 08 Oct 2024
VulnLLMEval: A Framework for Evaluating Large Language Models in Software Vulnerability Detection and Patching Arastoo Zibaeirad Marco Vieira 67 9 0 16 Sep 2024
CLNX: Bridging Code and Natural Language for C/C++ Vulnerability-Contributing Commits Identification Zeqing Qin Yiwei Wu Lansheng Han 58 0 0 11 Sep 2024
Outside the Comfort Zone: Analysing LLM Capabilities in Software Vulnerability Detection Yuejun Guo Constantinos Patsakis Qiang Hu Qiang Tang Fran Casino 99 21 0 29 Aug 2024
ANVIL: Anomaly-based Vulnerability Identification without Labelled Training Data Weizhou Wang Eric Liu Xiangyu Guo Xiao Hu Ilya Grishchenko David Lie 168 1 0 28 Aug 2024
PatUntrack: Automated Generating Patch Examples for Issue Reports without Tracked Insecure Code Ziyou Jiang Lin Shi Guowei Yang Qing Wang 38 0 0 16 Aug 2024
VulCatch: Enhancing Binary Vulnerability Detection through CodeT5 Decompilation and KAN Advanced Feature Extraction Abdulrahman Hamman Adama Chukkol Senlin Luo Kashif Sharif Yunusa Haruna Muhammad Muhammad Abdullahi 54 1 0 13 Aug 2024
Large Language Models for Secure Code Assessment: A Multi-Language Empirical Study Kohei Dozono Tiago Gasiba Andrea Stocco ELM 71 2 0 12 Aug 2024
Automated Code-centric Software Vulnerability Assessment: How Far Are We? An Empirical Study in C/C++ Anh The Nguyen T. H. Le Muhammad Ali Babar 106 4 0 24 Jul 2024
Revisiting the Performance of Deep Learning-Based Vulnerability Detection on Realistic Datasets Partha Chakraborty Krishna Kanth Arumugam Mahmoud Alfadel Meiyappan Nagappan Shane McIntosh 55 1 0 03 Jul 2024
Variables are a Curse in Software Vulnerability Prediction Jinghua Groppe Sven Groppe Ralf Möller 35 1 0 18 Jun 2024
Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models Aidan Z. H. Yang Haoye Tian He Ye Ruben Martins Claire Le Goues 55 5 0 09 Jun 2024
Explaining the Contributing Factors for Vulnerability Detection in Machine Learning Esma Mouine Yan Liu Lu Xiao Rick Kazman Xiao Wang 30 0 0 05 Jun 2024
VulEval: Towards Repository-Level Evaluation of Software Vulnerability Detection Xinjie Wen Xinchen Wang Yujia Chen Ruida Hu David Lo Cuiyun Gao 106 8 0 24 Apr 2024
Enhancing Code Vulnerability Detection via Vulnerability-Preserving Data Augmentation Shangqing Liu Wei Ma Jian-Xun Wang Xiaofei Xie Rui-Lin Feng Yang Liu AAML 59 7 0 15 Apr 2024
Machine Learning Techniques for Python Source Code Vulnerability Detection Talaya Farasat Joachim Posegga 108 2 0 15 Apr 2024
LLM Agents can Autonomously Exploit One-day Vulnerabilities Richard Fang R. Bindu Akul Gupta Daniel Kang SILM LLMAG 139 67 0 11 Apr 2024
AI for DevSecOps: A Landscape and Future Opportunities Michael Fu Jirat Pasuksmit Chakkrit Tantithamthavorn 79 7 0 07 Apr 2024
SCALE: Constructing Structured Natural Language Comment Trees for Software Vulnerability Detection Xinjie Wen Cuiyun Gao Shuzheng Gao Yang Xiao Michael R. Lyu 106 9 0 28 Mar 2024
A Survey of Source Code Representations for Machine Learning-Based Cybersecurity Tasks B.K. Casey Joanna C. S. Santos George Perry 93 5 0 15 Mar 2024
VulMCI : Code Splicing-based Pixel-row Oversampling for More Continuous Vulnerability Image Generation Tao Peng Ling Gui Yi Sun 28 0 0 28 Feb 2024
ReposVul: A Repository-Level High-Quality Vulnerability Dataset Xinchen Wang Ruida Hu Cuiyun Gao Xinjie Wen Yujia Chen Qing Liao 74 22 0 24 Jan 2024
Your Instructions Are Not Always Helpful: Assessing the Efficacy of Instruction Fine-tuning for Software Vulnerability Detection Imam Nur Bani Yusuf Lingxiao Jiang AAML 82 3 0 15 Jan 2024
Beyond Fidelity: Explaining Vulnerability Localization of Learning-based Detectors Baijun Cheng Shengming Zhao Kailong Wang Meizhen Wang Guangdong Bai Ruitao Feng Yao Guo Lei Ma Haoyu Wang FAtt AAML 68 8 0 05 Jan 2024
LLMs Cannot Reliably Identify and Reason About Security Vulnerabilities (Yet?): A Comprehensive Evaluation, Framework, and Benchmarks Saad Ullah Mingji Han Saurabh Pujar Hammond Pearce Ayse K. Coskun Gianluca Stringhini ELM LRM 78 75 0 19 Dec 2023
Exploring the Limits of ChatGPT in Software Security Applications Fangzhou Wu Qingzhao Zhang Ati Priya Bajaj Tiffany Bao Ning Zhang Ruoyu Wang Chaowei Xiao ALM SILM ELM 89 12 0 08 Dec 2023
ActiveClean: Generating Line-Level Vulnerability Data via Active Learning Ashwin Kallingal Joshy Mirza Sanjida Alam Shaila Sharmin Qi Li Wei Le 22 0 0 04 Dec 2023
Learning Defect Prediction from Unrealistic Data Kamel Alrashedy Vincent J. Hellendoorn Alessandro Orso 58 6 0 02 Nov 2023
Using ChatGPT as a Static Application Security Testing Tool Atieh Bakhshandeh Abdalsamad Keramatfar Amir Norouzi Mohammad Mahdi Chekidehkhoun 76 15 0 28 Aug 2023
When Less is Enough: Positive and Unlabeled Learning Model for Vulnerability Detection Xinjie Wen Xinche Wang Cuiyun Gao Shaohua Wang Yang Liu Zhaoquan Gu 70 18 0 21 Aug 2023
The FormAI Dataset: Generative AI in Software Security Through the Lens of Formal Verification Norbert Tihanyi Tamás Bisztray Ridhi Jain M. Ferrag Lucas C. Cordeiro Vasileios Mavroeidis 108 44 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 95 86 0 04 Jul 2023
LIVABLE: Exploring Long-Tailed Classification of Software Vulnerability Types Xinjie Wen Cuiyun Gao Feng Luo Hao Wang Ge Li Qing Liao 77 10 0 12 Jun 2023
ExTRUST: Reducing Exploit Stockpiles with a Privacy-Preserving Depletion System for Inter-State Relationships Thomas Reinhold Philip D. . Kuehn Daniel Gunther T. Schneider Christian A. Reuter 41 1 0 01 Jun 2023
Feature Engineering-Based Detection of Buffer Overflow Vulnerability in Source Code Using Neural Networks Mst. Shapna Akter Hossain Shahriar Juan Rodriguez Cardenas S. Ahamed A. Cuzzocrea 64 1 0 01 Jun 2023
Learning to Quantize Vulnerability Patterns and Match to Locate Statement-Level Vulnerabilities Michael Fu Trung Le Van Nguyen Chakkrit Tantithamthavorn Dinh Q. Phung 61 3 0 26 May 2023
Sequential Graph Neural Networks for Source Code Vulnerability Identification Ammar Ahmed Anwar Said Mudassir Shabbir X. Koutsoukos GNN 41 2 0 23 May 2023