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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"

23 / 123 papers shown

Title
Neural Transfer Learning for Repairing Security Vulnerabilities in C Code Zimin Chen Steve Kommrusch Monperrus Martin 91 127 0 16 Apr 2021
ESCORT: Ethereum Smart COntRacTs Vulnerability Detection using Deep Neural Network and Transfer Learning O. Lutz Huili Chen Hossein Fereidooni Christoph Sendner Alexandra Dmitrienko A. Sadeghi F. Koushanfar 68 47 0 23 Mar 2021
Unified Pre-training for Program Understanding and Generation Wasi Uddin Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang 147 774 0 10 Mar 2021
D2A: A Dataset Built for AI-Based Vulnerability Detection Methods Using Differential Analysis Yunhui Zheng Saurabh Pujar B. Lewis Luca Buratti Edward Epstein Bo Yang Jim Laredo Alessandro Morari Zhong Su 73 132 0 16 Feb 2021
Old but Gold: Reconsidering the value of feedforward learners for software analytics Rahul Yedida Xueqi Yang Tim Menzies AI4TS 38 4 0 15 Jan 2021
Simulating SQL Injection Vulnerability Exploitation Using Q-Learning Reinforcement Learning Agents L. Erdődi Å. Sommervoll Fabio Massimo Zennaro 32 42 0 08 Jan 2021
Stack-based Buffer Overflow Detection using Recurrent Neural Networks W. A. Dahl L. Erdődi Fabio Massimo Zennaro 49 14 0 30 Dec 2020
A Hybrid Graph Neural Network Approach for Detecting PHP Vulnerabilities Rishi Rabheru Hazim Hanif S. Maffeis GNN 46 11 0 16 Dec 2020
Probing Model Signal-Awareness via Prediction-Preserving Input Minimization Sahil Suneja Yunhui Zheng Yufan Zhuang Jim Laredo Alessandro Morari AAML 71 34 0 25 Nov 2020
The Agent Web Model -- Modelling web hacking for reinforcement learning L. Erdődi Fabio Massimo Zennaro 16 3 0 23 Sep 2020
Multimodal Deep Learning for Flaw Detection in Software Programs S. Heidbrink Kathryn N. Rodhouse Daniel M. Dunlavy 38 7 0 09 Sep 2020
Learning to map source code to software vulnerability using code-as-a-graph Sahil Suneja Yunhui Zheng Yufan Zhuang Jim Laredo Alessandro Morari 54 30 0 15 Jun 2020
Predicting Vulnerability In Large Codebases With Deep Code Representation Anshul Tanwar Krishnan Sundaresan Parmesh Ashwath Prasanna Ganesan Sathish Kumar Chandrasekaran S. Ravi 8 8 0 24 Apr 2020
Dependency-Based Neural Representations for Classifying Lines of Programs Shashank Srikant Nicolas Lesimple Una-May O’Reilly 30 2 0 08 Apr 2020
Methods and Techniques for Dynamic Deployability of Software-Defined Security Services Roberto Doriguzzi-Corin 14 1 0 04 Apr 2020
DevSecOps in Robotics Víctor Mayoral-Vilches Nuria García-Maestro McKenna Towers E. Gil-Uriarte 42 13 0 23 Mar 2020
LUCID: A Practical, Lightweight Deep Learning Solution for DDoS Attack Detection Roberto Doriguzzi-Corin Stuart Millar Sandra Scott-Hayward Jesus Martinez-del-Rincon Domenico Siracusa 79 258 0 12 Feb 2020
VulDeeLocator: A Deep Learning-based Fine-grained Vulnerability Detector Zhuguo Li Deqing Zou Shouhuai Xu Zhaoxuan Chen Yawei Zhu Hai Jin 91 191 0 08 Jan 2020
Exploiting Token and Path-based Representations of Code for Identifying Security-Relevant Commits Achyudh Ram Ji Xin M. Nagappan Yaoliang Yu Rocío Cabrera Lozoya A. Sabetta Jimmy J. Lin 29 3 0 15 Nov 2019
Statically Detecting Vulnerabilities by Processing Programming Languages as Natural Languages Ibéria Medeiros N. Neves M. Correia 13 8 0 12 Oct 2019
Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks Yaqin Zhou Shangqing Liu J. Siow Xiaoning Du Yang Liu GNN 85 789 0 08 Sep 2019
Logical Segmentation of Source Code Jacob Dormuth Ben U. Gelman Jessica Moore David Slater 13 2 0 18 Jul 2019
Towards security defect prediction with AI Carson D. Sestili William Snavely Nathan M. VanHoudnos 42 47 0 29 Aug 2018