SySeVR: A Framework for Using Deep Learning to Detect Software Vulnerabilities

18 July 2018

Papers citing "SySeVR: A Framework for Using Deep Learning to Detect Software Vulnerabilities"

31 / 31 papers shown

Title
A Framework for Evaluating Emerging Cyberattack Capabilities of AI Mikel Rodriguez Raluca Ada Popa Four Flynn Lihao Liang Allan Dafoe Anna Wang ELM 74 5 0 14 Mar 2025
Detecting Code Vulnerabilities with Heterogeneous GNN Training Yu Luo Weifeng Xu Dianxiang Xu 46 0 0 24 Feb 2025
CS-Eval: A Comprehensive Large Language Model Benchmark for CyberSecurity Zhengmin Yu Jiutian Zeng Siyi Chen Wenhan Xu Dandan Xu Xiangyu Liu Zonghao Ying Nan Wang Yuan Zhang Min Yang ELM 125 2 0 20 Jan 2025
Similar but Patched Code Considered Harmful -- The Impact of Similar but Patched Code on Recurring Vulnerability Detection and How to Remove Them Zixuan Tan Jiayuan Zhou Xing Hu Shengyi Pan Kui Liu Xin Xia 49 0 0 31 Dec 2024
An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection Shenao Yan Shen Wang Yue Duan Hanbin Hong Kiho Lee Doowon Kim Yuan Hong AAML SILM 48 17 0 10 Jun 2024
Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning Xiaohu Du Ming Wen Jiahao Zhu Zifan Xie Bin Ji Huijun Liu Xuanhua Shi Hai Jin 37 14 0 06 Jun 2024
IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities Ziyang Li Saikat Dutta Mayur Naik 59 45 0 27 May 2024
Vulnerability Detection in C/C++ Code with Deep Learning Zhen Huang Amy Aumpansub 38 0 0 20 May 2024
A Survey of Source Code Representations for Machine Learning-Based Cybersecurity Tasks B.K. Casey Joanna C. S. Santos George Perry 68 5 0 15 Mar 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 47 21 0 30 Dec 2023
SecureFalcon: Are We There Yet in Automated Software Vulnerability Detection with LLMs? M. Ferrag A. Battah Norbert Tihanyi Ridhi Jain Diana Maimut ... Thierry Lestable Narinderjit Singh Thandi Abdechakour Mechri Merouane Debbah Lucas C. Cordeiro 49 9 0 13 Jul 2023
Vulnerability Detection Using Two-Stage Deep Learning Models Mohamed Mjd Alhafi Mohammad Hammade Khloud Al Jallad 40 1 0 08 May 2023
VMCDL: Vulnerability Mining Based on Cascaded Deep Learning Under Source Control Flow Wen Zhou 13 0 0 13 Mar 2023
Detecting software vulnerabilities using Language Models Marwan Omar 37 11 0 23 Feb 2023
VuLASTE: Long Sequence Model with Abstract Syntax Tree Embedding for vulnerability Detection Botong Zhu Huobin Tan 42 0 0 05 Feb 2023
An Empirical Study of Deep Learning Models for Vulnerability Detection Benjamin Steenhoek Md. Mahbubur Rahman Richard Jiles Wei Le ELM AAML 40 79 0 15 Dec 2022
A Hierarchical Deep Neural Network for Detecting Lines of Codes with Vulnerabilities A. Mahyari 22 4 0 15 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 48 16 0 31 Oct 2022
Pre-Training Representations of Binary Code Using Contrastive Learning Yifan Zhang Chen Huang Yueke Zhang Kevin Cao Scott Thomas Andersen Huajie Shao Kevin Leach Yu Huang 60 3 0 11 Oct 2022
Statement-Level Vulnerability Detection: Learning Vulnerability Patterns Through Information Theory and Contrastive Learning Van Nguyen Trung Le Chakkrit Tantithamthavorn Michael Fu John C. Grundy Hung Nguyen S. Çamtepe Paul Quirk Dinh Q. Phung 46 4 0 20 Sep 2022
Evaluating the Future Device Security Risk Indicator for Hundreds of IoT Devices Pascal Oser Felix Engelmann S. Lüders F. Kargl 20 1 0 08 Sep 2022
Smart Grid: Cyber Attacks, Critical Defense Approaches, and Digital Twin Tianming Zheng Ming Liu Deepak Puthal P. Yi Yue Wu Xiangjian He 18 15 0 24 May 2022
LineVD: Statement-level Vulnerability Detection using Graph Neural Networks David Hin Andrey Kan Huaming Chen M. Babar 34 159 0 10 Mar 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 13 7 0 05 Feb 2022
Quantifying Cybersecurity Effectiveness of Dynamic Network Diversity Huashan Chen H. Çam Shouhuai Xu 8 6 0 15 Dec 2021
Towards Learning (Dis)-Similarity of Source Code from Program Contrasts Yangruibo Ding Luca Buratti Saurabh Pujar Alessandro Morari Baishakhi Ray Saikat Chakraborty 23 36 0 08 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 27 15 0 07 Sep 2021
Vulnerability Detection with Fine-grained Interpretations Yi Li Shaohua Wang Tien N Nguyen AAML 24 212 0 19 Jun 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 31 17 0 29 Apr 2021
Probing Model Signal-Awareness via Prediction-Preserving Input Minimization Sahil Suneja Yunhui Zheng Yufan Zhuang Jim Laredo Alessandro Morari AAML 32 33 0 25 Nov 2020
A Survey on Ethereum Systems Security: Vulnerabilities, Attacks and Defenses Huashan Chen Marcus Pendleton Laurent L. Njilla Shouhuai Xu 34 441 0 13 Aug 2019