Software Vulnerability Detection via Deep Learning over Disaggregated
Code Graph Representation

Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation

7 September 2021

Giacomo Domeniconi

Alessandro Morari

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Papers citing "Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation"

18 / 18 papers shown

Title
A Survey of Source Code Representations for Machine Learning-Based Cybersecurity Tasks B.K. Casey Joanna C. S. Santos George Perry 86 5 0 15 Mar 2024
CodeBERT: A Pre-Trained Model for Programming and Natural Languages Zhangyin Feng Daya Guo Duyu Tang Nan Duan Xiaocheng Feng ... Linjun Shou Bing Qin Ting Liu Daxin Jiang Ming Zhou 165 2,667 0 19 Feb 2020
Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks Yaqin Zhou Shangqing Liu J. Siow Xiaoning Du Yang Liu GNN 71 779 0 08 Sep 2019
Self-Attention Graph Pooling Junhyun Lee Inyeop Lee Jaewoo Kang GNN 184 1,126 0 17 Apr 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 783 8,566 0 03 Jan 2019
Activation Functions: Comparison of trends in Practice and Research for Deep Learning S. Bodenstedt Dominik Rivoir A. Gachagan S. T. Mees 98 1,279 0 08 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Towards security defect prediction with AI Carson D. Sestili William Snavely Nathan M. VanHoudnos 38 47 0 29 Aug 2018
SySeVR: A Framework for Using Deep Learning to Detect Software Vulnerabilities Zerui Li Deqing Zou Shouhuai Xu Hai Jin Yawei Zhu Zhaoxuan Chen 67 516 0 18 Jul 2018
Automated Vulnerability Detection in Source Code Using Deep Representation Learning Rebecca L. Russell Louis Y. Kim Lei H. Hamilton Tomo Lazovich Jacob A. Harer Onur Ozdemir Paul M. Ellingwood M. McConley 68 534 0 11 Jul 2018
A Practical Approach to the Automatic Classification of Security-Relevant Commits A. Sabetta M. Bezzi 33 71 0 06 Jul 2018
code2vec: Learning Distributed Representations of Code Uri Alon Meital Zilberstein Omer Levy Eran Yahav 53 1,181 0 26 Mar 2018
Automated software vulnerability detection with machine learning Jacob A. Harer Louis Y. Kim Rebecca L. Russell Onur Ozdemir Leonard Kosta ... Alan Mackay M. McConley J. M. Opper Peter Chin Tomo Lazovich 64 166 0 14 Feb 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 786 132,363 0 12 Jun 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 194 4,831 0 17 Mar 2017
End-to-End Prediction of Buffer Overruns from Raw Source Code via Neural Memory Networks Min-Je Choi S. Jeong Hakjoo Oh Jaegul Choo 58 65 0 07 Mar 2017
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 347 3,288 0 17 Nov 2015
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 402 33,560 0 16 Oct 2013