Deep Learning for Android Malware Defenses: a Systematic Literature Review

9 March 2021

Papers citing "Deep Learning for Android Malware Defenses: a Systematic Literature Review"

25 / 25 papers shown

Title
Evaluating the Robustness of Adversarial Defenses in Malware Detection Systems Mostafa Jafari Alireza Shameli-Sendi AAML 21 0 0 14 May 2025
Defending against Adversarial Malware Attacks on ML-based Android Malware Detection Systems Ping He Lorenzo Cavallaro Shouling Ji AAML 37 0 0 23 Jan 2025
Reinforcement Learning for an Efficient and Effective Malware Investigation during Cyber Incident Response Dipo Dunsin M. C. Ghanem Karim Ouazzane Vassil T. Vassilev 33 5 0 08 Jan 2025
Protect Your Secrets: Understanding and Measuring Data Exposure in VSCode Extensions Yue Liu C. Tantithamthavorn Li Li 67 0 0 01 Dec 2024
MASKDROID: Robust Android Malware Detection with Masked Graph Representations Jingnan Zheng Jiaohao Liu An Zhang Jun Zeng Ziqi Yang Zhenkai Liang Tat-Seng Chua AAML 33 0 0 29 Sep 2024
PromptSAM+: Malware Detection based on Prompt Segment Anything Model Xingyuan Wei Yichen Liu Ce Li Ning Li Degang Sun Yan Wang VLM AAML 27 0 0 04 Aug 2024
Investigating White-Box Attacks for On-Device Models M. Zhou Xiang Gao Jing Wu Kui Liu Hailong Sun Li Li AAML 34 9 0 08 Feb 2024
Efficient Query-Based Attack against ML-Based Android Malware Detection under Zero Knowledge Setting Ping He Yifan Xia Xuhong Zhang Shouling Ji AAML 18 11 0 05 Sep 2023
Large Language Models for Software Engineering: A Systematic Literature Review Xinying Hou Yanjie Zhao Yue Liu Zhou Yang Kailong Wang Li Li Xiapu Luo David Lo John C. Grundy Haoyu Wang 25 322 0 21 Aug 2023
AIBugHunter: A Practical Tool for Predicting, Classifying and Repairing Software Vulnerabilities Michael Fu C. Tantithamthavorn Trung Le Yukinori Kume Van Nguyen Dinh Q. Phung John C. Grundy 32 30 0 26 May 2023
A survey on hardware-based malware detection approaches C. P. Chenet A. Savino S. Di Carlo 8 12 0 22 Mar 2023
It Is All About Data: A Survey on the Effects of Data on Adversarial Robustness Peiyu Xiong Michael W. Tegegn Jaskeerat Singh Sarin Shubhraneel Pal Julia Rubin SILM AAML 32 8 0 17 Mar 2023
PAD: Towards Principled Adversarial Malware Detection Against Evasion Attacks Deqiang Li Shicheng Cui Yun Li Jia Xu Fu Xiao Shouhuai Xu AAML 38 17 0 22 Feb 2023
Demystifying Hidden Sensitive Operations in Android apps Xiaoyu Sun Xiao Chen Li Li Haipeng Cai John C. Grundy Jordan Samhi Tegawende F. Bissyande Jacques Klein 21 10 0 20 Oct 2022
Explainable AI for Android Malware Detection: Towards Understanding Why the Models Perform So Well? Yue Liu C. Tantithamthavorn Li Li Yepang Liu 35 29 0 02 Sep 2022
Towards Using Data-Influence Methods to Detect Noisy Samples in Source Code Corpora An Dau Thang Nguyen-Duc Hoang Thanh-Tung Nghi D. Q. Bui TDI 11 4 0 25 May 2022
A two-steps approach to improve the performance of Android malware detectors N. Daoudi Kevin Allix Tegawende F. Bissyande Jacques Klein AAML 11 3 0 17 May 2022
Trustworthy Graph Neural Networks: Aspects, Methods and Trends He Zhang Bang Wu Xingliang Yuan Shirui Pan Hanghang Tong Jian Pei 41 104 0 16 May 2022
Malceiver: Perceiver with Hierarchical and Multi-modal Features for Android Malware Detection Niall McLaughlin 23 2 0 12 Apr 2022
Energy-bounded Learning for Robust Models of Code Nghi D. Q. Bui Yijun Yu OODD 30 2 0 20 Dec 2021
Can We Leverage Predictive Uncertainty to Detect Dataset Shift and Adversarial Examples in Android Malware Detection? Deqiang Li Tian Qiu Shuo Chen Qianmu Li Shouhuai Xu AAML 54 11 0 20 Sep 2021
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 241 1,450 0 18 Mar 2020
An Introduction to Deep Reinforcement Learning Vincent François-Lavet Peter Henderson Riashat Islam Marc G. Bellemare Joelle Pineau OffRL AI4CE 80 1,230 0 30 Nov 2018
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 268 10,214 0 16 Nov 2016
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 256 3,109 0 04 Nov 2016