Combining Graph Neural Networks with Expert Knowledge for Smart Contract Vulnerability Detection

24 July 2021

Papers citing "Combining Graph Neural Networks with Expert Knowledge for Smart Contract Vulnerability Detection"

45 / 45 papers shown

Title
Detecting Code Vulnerabilities with Heterogeneous GNN Training Yu Luo Weifeng Xu Dianxiang Xu 46 0 0 24 Feb 2025
Poisoned Source Code Detection in Code Models Ehab Ghannoum Mohammad Ghafari AAML 65 0 0 19 Feb 2025
Knowledge Migration Framework for Smart Contract Vulnerability Detection Luqi Wang Wenbao Jiang 89 0 0 15 Dec 2024
Assessing Vulnerability in Smart Contracts: The Role of Code Complexity Metrics in Security Analysis Masoud Jamshidiyan Tehrani Sattar Hashemi 104 0 0 26 Nov 2024
Impact of Code Transformation on Detection of Smart Contract Vulnerabilities C. T. Manh H. Vo 22 0 0 29 Oct 2024
Detection Made Easy: Potentials of Large Language Models for Solidity Vulnerabilities Md Tauseef Alam Raju Halder Abyayananda Maiti 36 2 0 15 Sep 2024
Vulnerability Detection in Ethereum Smart Contracts via Machine Learning: A Qualitative Analysis Dalila Ressi Alvise Spanò Lorenzo Benetollo Carla Piazza M. Bugliesi Sabina Rossi 42 1 0 26 Jul 2024
Vulnerability-Hunter: An Adaptive Feature Perception Attention Network for Smart Contract Vulnerabilities Yizhou Chen 30 1 0 07 Jul 2024
DeFiGuard: A Price Manipulation Detection Service in DeFi using Graph Neural Networks Dabao Wang Bang Wu Xingliang Yuan Lei Wu Yajin Zhou Helei Cui 31 2 0 17 Jun 2024
AI-Protected Blockchain-based IoT environments: Harnessing the Future of Network Security and Privacy Ali Mohammadi Ruzbahani 32 3 0 22 May 2024
Machine Learning for Blockchain Data Analysis: Progress and Opportunities Poupak Azad Cüneyt Gürcan Akçora Arijit Khan 32 4 0 28 Apr 2024
Improving Smart Contract Security with Contrastive Learning-based Vulnerability Detection Yizhou Chen Zeyu Sun Zhihao Gong Dan Hao AAML 44 14 0 27 Apr 2024
A Survey of Source Code Representations for Machine Learning-Based Cybersecurity Tasks B.K. Casey Joanna C. S. Santos George Perry 63 5 0 15 Mar 2024
Blockchain for Finance: A Survey Hanjie Wu Qian Yao Zhenguang Liu Butian Huang Zhuang Yuan Huayun Tang Erwu Liu AIFin 23 19 0 27 Feb 2024
CONCORD: Towards a DSL for Configurable Graph Code Representation M. Saad Tushar Sharma 25 2 0 31 Jan 2024
Use of Graph Neural Networks in Aiding Defensive Cyber Operations Shaswata Mitra Trisha Chakraborty Subash Neupane Aritran Piplai Sudip Mittal AAML 45 3 0 11 Jan 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 35 20 0 30 Dec 2023
MuFuzz: Sequence-Aware Mutation and Seed Mask Guidance for Blockchain Smart Contract Fuzzing Peng Qian Hanjie Wu Zeren Du Turan Vural Dazhong Rong Zheng Cao Lun Zhang Yanbin Wang Jianhai Chen Qinming He 26 4 0 07 Dec 2023
Large Language Model-Powered Smart Contract Vulnerability Detection: New Perspectives Sihao Hu Tiansheng Huang Fatih İlhan Selim Furkan Tekin Ling Liu 37 46 0 02 Oct 2023
VulnSense: Efficient Vulnerability Detection in Ethereum Smart Contracts by Multimodal Learning with Graph Neural Network and Language Model Phan The Duy Nghi Hoang Khoa N. H. Quyen Le Cong Trinh V. Kiên Trinh Minh Hoang V. Pham 14 9 0 15 Sep 2023
Empirical Review of Smart Contract and DeFi Security: Vulnerability Detection and Automated Repair Peng Qian Rui Cao Zhenguang Liu Wenqing Li Ming Li Lun Zhang Yufeng Xu Jianhai Chen Qinming He 19 7 0 05 Sep 2023
G-Scan: Graph Neural Networks for Line-Level Vulnerability Identification in Smart Contracts Christoph Sendner Ruisi Zhang Alexander Hefter Alexandra Dmitrienko F. Koushanfar 29 1 0 17 Jul 2023
Vulnerable Smart Contract Function Locating Based on Multi-Relational Nested Graph Convolutional Network Haiyang Liu Yuqi Fan Lin Feng Zhenchun Wei 19 9 0 07 Jun 2023
Sequential Graph Neural Networks for Source Code Vulnerability Identification Ammar Ahmed Anwar Said Mudassir Shabbir X. Koutsoukos GNN 13 0 0 23 May 2023
Vulnerability Detection Using Two-Stage Deep Learning Models Mohamed Mjd Alhafi Mohammad Hammade Khloud Al Jallad 31 1 0 08 May 2023
Demystifying Random Number in Ethereum Smart Contract: Taxonomy, Vulnerability Identification, and Attack Detection Peng Qian Jianting He Lingling Lu Siwei Wu Zhipeng Lu Lei Wu Yajin Zhou Qinming He 16 12 0 25 Apr 2023
Graph Mining for Cybersecurity: A Survey Bo Yan Cheng Yang Chuan Shi Yong Fang Qi Li Yanfang Ye Junping Du 42 12 0 02 Apr 2023
Pre-deployment Analysis of Smart Contracts -- A Survey Sundas Munir Walid M. Taha 38 12 0 15 Jan 2023
Rethinking Smart Contract Fuzzing: Fuzzing With Invocation Ordering and Important Branch Revisiting Zhenguang Liu Peng Qian Jiaxu Yang Lingfeng Liu Xiaojun Xu Qinming He Xiaosong Zhang 11 57 0 10 Jan 2023
Knowledge-guided Causal Intervention for Weakly-supervised Object Localization Feifei Shao Yawei Luo Fei Gao Yezhou Yang Jun Xiao WSOL 39 4 0 03 Jan 2023
Vulnerability Analysis of Smart Contracts S. Vani M. Doshi A. Nanavati A. Kundu 19 7 0 14 Dec 2022
Who is Gambling? Finding Cryptocurrency Gamblers Using Multi-modal Retrieval Methods Zhen-Ji Huang Zhenguang Liu Jianhai Chen Qinming He Shuang Wu Lei Zhu Hao Wu 18 8 0 27 Nov 2022
Demystifying Bitcoin Address Behavior via Graph Neural Networks Zhen-Ji Huang Yunyang Huang Peng Qian Jianhai Chen Qinming He GNN 30 6 0 26 Nov 2022
Deep Smart Contract Intent Detection Youwei Huang Tao Zhang Sen Fang Youshuai Tan 6 4 0 19 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 40 16 0 31 Oct 2022
Smart Contract Vulnerability Detection Technique: A Survey Peng Qian Zhenguang Liu Qinming He Butian Huang Duanzheng Tian Xun Wang 16 52 0 13 Sep 2022
MANDO: Multi-Level Heterogeneous Graph Embeddings for Fine-Grained Detection of Smart Contract Vulnerabilities Hoang H. Nguyen Nhat-Minh Nguyen Chunyao Xie Zahra Ahmadi Daniel Kudendo Thanh-Nam Doan Lingxiao Jiang 11 20 0 28 Aug 2022
Link-Backdoor: Backdoor Attack on Link Prediction via Node Injection Haibin Zheng Haiyang Xiong Hao-Shang Ma Guohan Huang Jinyin Chen 35 13 0 14 Aug 2022
A Survey of Deep Learning Models for Structural Code Understanding Ruoting Wu Yuxin Zhang Qibiao Peng Liang Chen Zibin Zheng 24 6 0 03 May 2022
2D Human Pose Estimation: A Survey Haoming Chen Runyang Feng Sifan Wu Hao Xu F. Zhou Zhenguang Liu 3DH 25 55 0 15 Apr 2022
FedRecAttack: Model Poisoning Attack to Federated Recommendation Dazhong Rong Shuai Ye Ruoyan Zhao Hon Ning Yuen Jianhai Chen Qinming He AAML FedML 24 57 0 01 Apr 2022
Causal Incremental Graph Convolution for Recommender System Retraining Sihao Ding Fuli Feng Xiangnan He Yong Liao Jun Shi Yongdong Zhang CML CLL BDL GNN 32 35 0 16 Aug 2021
Smart Contract Vulnerability Detection: From Pure Neural Network to Interpretable Graph Feature and Expert Pattern Fusion Zhenguang Liu Peng Qian Xiang Wang Lei Zhu Qinming He S. Ji 19 105 0 17 Jun 2021
A Large-Scale Benchmark for Food Image Segmentation Xiongwei Wu Xin Fu Ying Liu Ee-Peng Lim Guosheng Lin Qianru Sun VLM 14 74 0 12 May 2021
CatGCN: Graph Convolutional Networks with Categorical Node Features Weijia Chen Fuli Feng Qifan Wang Xiangnan He Chonggang Song Guohui Ling Yongdong Zhang GNN 27 22 0 11 Sep 2020