Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection

15 December 2022

Papers citing "Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection"

12 / 12 papers shown

Title
Trace Gadgets: Minimizing Code Context for Machine Learning-Based Vulnerability Prediction Felix Mächtle Nils Loose Tim Schulz Florian Sieck Jan-Niclas Serr Ralf Möller T. Eisenbarth 21 0 0 18 Apr 2025
Forecasting the risk of software choices: A model to foretell security vulnerabilities from library dependencies and source code evolution C. E. Budde Ranindya Paramitha Fabio Massacci 31 0 0 17 Nov 2024
Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection Niklas Risse Marcel Bohme Marcel Böhme 27 4 0 23 Aug 2024
Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG Xueying Du Geng Zheng Kaixin Wang Jiayi Feng Wentai Deng Mingwei Liu Bihuan Chen Xin Peng Tao Ma Yiling Lou 25 29 0 17 Jun 2024
IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities Ziyang Li Saikat Dutta Mayur Naik 45 40 0 27 May 2024
Multi-role Consensus through LLMs Discussions for Vulnerability Detection Zhenyu Mao Jialong Li Dongming Jin Munan Li Kenji Tei 23 11 0 21 Mar 2024
CodeArt: Better Code Models by Attention Regularization When Symbols Are Lacking Zian Su Xiangzhe Xu Ziyang Huang Zhuo Zhang Yapeng Ye Jianjun Huang Xiangyu Zhang OffRL 35 8 0 19 Feb 2024
Understanding the Effectiveness of Large Language Models in Detecting Security Vulnerabilities Avishree Khare Saikat Dutta Ziyang Li Alaia Solko-Breslin Rajeev Alur Mayur Naik ELM 19 40 0 16 Nov 2023
VulBERTa: Simplified Source Code Pre-Training for Vulnerability Detection Hazim Hanif S. Maffeis 58 92 0 25 May 2022
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation Shuai Lu Daya Guo Shuo Ren Junjie Huang Alexey Svyatkovskiy ... Nan Duan Neel Sundaresan Shao Kun Deng Shengyu Fu Shujie Liu ELM 190 853 0 09 Feb 2021
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,214 0 17 Apr 2017
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013