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2025	Machine learning techniques for imbalanced multiclass malware classification through adaptive feature selection PeerJ Computer Science Binayak Panda, Sudhanshu Shekhar Bisoyi, Sidhanta Panigrahy, Prithviraj Mohanty
2025	INTERNATIONAL CONFERENCE ON INNOVATIONS IN COMPUTING AND APPLICATIONS (ICICA-24) Avantika Yadav, Vishesh Aggarwal, Sulabh Bansal
2025	Advances in Computational Intelligence and Robotics A. R. Deepti, B. Manimekala, Farzeen Basith, Vibinchandar Selvaraj
2025	Feature fusion-based squeeze and excitation (FFSE)–bidirectional temporal convolutional network (BiTCN): A hybrid malware detection model Journal of Computer Security Jinxiong Zhao, Ji’en Niu, Yong Yang, Zhiru Li, Dongqing Liu, Lei Zhang
2025	A Survey on ML Techniques for Multi-Platform Malware Detection: Securing PC, Mobile Devices, IoT, and Cloud Environments Sensors Jannatul Ferdous, Rafiqul Islam, Arash Mahboubi, Md Zahidul Islam
2025	2025 5th International Conference on Pervasive Computing and Social Networking (ICPCSN) Devika B R, Vaishnavi R Kamath, Nima S Nair
2025	A malware classification method based on directed API call relationships PLOS ONE Cuihua Ma, Zhenwan Li, Haixia Long, Anas Bilal, Xiaowen Liu
2025	Proceedings of the 2025 5th International Conference on Computer Network Security and Software Engineering Tianyu Yang, Heng Wang, Ziqiang Ma
2025	3RD INTERNATIONAL CONFERENCE ON ENGINEERING AND SCIENCE TO ACHIEVE THE SUSTAINABLE DEVELOPMENT GOALS K. Rajlakshmi, Rashmita Khilar
2025	Dynamic malware detection based on supervised contrastive learning Computers and Electrical Engineering Shumian Yang, Yongqi Yang, Dawei Zhao, Lijuan Xu, Xin Li, Fuqiang Yu, Jiarui Hu
2025	Lecture Notes in Computer Science Han Miao, Wen Wang, Wanqian Zhang, Feng Liu
2025	Beyond the sandbox: Leveraging symbolic execution for evasive malware classification Computers & Security Vasilis Vouvoutsis, Fran Casino, Constantinos Patsakis
2025	An Ensemble technique for imbalanced multiclass malware classification by leveraging API call semantics Discover Computing Sudhanshu Shekhar Bisoyi, Binayak Panda, Bichitrananda Patra, Pragnyaban Mishra
2025	RBD24 : A labelled dataset with risk activities using log application data Computers & Security Albert Calvo, Santiago Escuder, Nil Ortiz, Josep Escrig, Maxime Compastié
2025	Detecting Malicious .NET Executables Using Extracted Methods Names AI Hamdan Thabit, Rami Ahmad, Ahmad Abdullah, Abedallah Zaid Abualkishik, Ali A. Alwan
2025	Communications in Computer and Information Science Jinrong Kong, Guojun Wang, Mingfei Chen, Yuheng Zhang, Zhuoyi Wu, Wanyi Gu
2025	MALVADA: A framework for generating datasets of malware execution traces SoftwareX Razvan Raducu, Alain Villagrasa-Labrador, Ricardo J. Rodríguez, Pedro Álvarez
2025	Communications in Computer and Information Science Le Tran Gia Bao, Tran Thanh Phong, Pham Thai Bao, Doan Minh Trung, Do Thi Thu Hien, Van-Hau Pham, Phan The Duy
2025	Transformer-based malware detection using process resource utilization metrics Results in Engineering Dimosthenis Natsos, Andreas L. Symeonidis
2025	MalFocus: Locating Malicious Modules in Malware Based on Hybrid Deep Learning IEEE Transactions on Dependable and Secure Computing Weihao Huang, Chaoyang Lin, Lu Xiang, Zhiyu Zhang, Guozhu Meng, Lei Xue, Kai Chen, Lei Meng, Zongming Zhang
2025	Communications in Computer and Information Science Trung Do Quang, Bao Pham Thai, Trong-Nghia To, Van-Hau Pham, Phan The Duy
2024	2024 IEEE International Conference on High Performance Computing and Communications (HPCC) Yuxin Zhang, Shuilin Li, Gaolei Li, Xiaoyu Yi, Jianhua Li, Mianxiong Dong, Kaoru Ota
2024	Methodology for Collecting Data on the Activity of Malware for Windows OS Based on MITRE ATT&CK Informatics and Automation Danil Smirnov, Oleg Evsutin
2024	Enhanced Dynamic Analysis for Malware Detection With Gradient Attack IEEE Signal Processing Letters Pei Yan, Shunquan Tan, Miaohui Wang, Jiwu Huang
2024	Evaluating Realistic Adversarial Attacks against Machine Learning Models for Windows PE Malware Detection Future Internet Muhammad Imran, Annalisa Appice, Donato Malerba
2024	2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Tisha Chawla, Saifur Rahman, Shantanu Pal, Chandan Karmakar
2024	CNN-LSTM and transfer learning models for malware classification based on opcodes and API calls Knowledge-Based Systems Ahmed Bensaoud, Jugal Kalita
2024	A Survey of Recent Advances in Deep Learning Models for Detecting Malware in Desktop and Mobile Platforms ACM Computing Surveys Pascal Maniriho, Abdun Naser Mahmood, Mohammad Jabed Morshed Chowdhury
2024	2024 International Seminar on Intelligent Technology and Its Applications (ISITIA) Sheikh Muhammad Zeeshan Javed, Muhammad Faisal Amjad
2024	Enhanced Malware Prediction and Containment Using Bayesian Neural Networks IEEE Journal of Radio Frequency Identification Zahra Jamadi, Amir G. Aghdam
2024	Cyber epidemic spread forecasting based on the entropy-extremal dynamic interpretation of the SIR model Egyptian Informatics Journal Viacheslav Kovtun, Krzysztof Grochla, Mohammed Al-Maitah, Saad Aldosary, Tetiana Gryshchuk
2024	2024 12th International Symposium on Digital Forensics and Security (ISDFS) Sarah Adair, Cihan Varol, Fan Liang, Vung Pham
2024	Enhancing Malware Detection by Integrating Machine Learning with Cuckoo Sandbox Journal of Information Security and Cybercrimes Research Amaal F. Alshmarni, Mohammed A. Alliheedi
2024	2024 6th International Conference on Robotics, Intelligent Control and Artificial Intelligence (RICAI) Lixia Zhang, Liangliang Song, Wutong Feng, Cheng Chen
2024	Dynamic Malware Classification and API Categorisation of Windows Portable Executable Files Using Machine Learning Applied Sciences Durre Zehra Syeda, Mamoona Naveed Asghar
2024	Stories behind decisions: Towards interpretable malware family classification with hierarchical attention Computers & Security Huaifeng Bao, Wenhao Li, Huashan Chen, Han Miao, Qiang Wang, Zixian Tang, Feng Liu, Wen Wang
2024	Sequence-based malware detection using a single-bidirectional graph embedding and multi-task learning framework Journal of Computer Security Jiale Luo, Zhewngyu Zhang, Jiesi Luo, Pin Yang, Runyu Jing
2024	Early Ransomware Detection with Deep Learning Models Future Internet Matan Davidian, Michael Kiperberg, Natalia Vanetik
2024	Channel Features and API Frequency-Based Transformer Model for Malware Identification Sensors Liping Qian, Lin Cong
2024	Lecture Notes in Computer Science Gabriele Digregorio, Salvatore Maccarrone, Mario D’Onghia, Luigi Gallo, Michele Carminati, Mario Polino, Stefano Zanero
2024	Reducing Malware Analysis Overhead With Coverings IEEE Transactions on Dependable and Secure Computing Michael Sandborn, Zach Stoebner, Westley Weimer, Stephanie Forrest, Ryan Dougherty, Jules White, Kevin Leach
2024	International Conference on Computer Network Security and Software Engineering (CNSSE 2024) Yueyang Shang, Fuwei Wang, Yunfei Zhang, Dong Li, Wenbin Tan
2024	DawnGNN: Documentation augmented windows malware detection using graph neural network Computers & Security Pengbin Feng, Le Gai, Li Yang, Qin Wang, Teng Li, Ning Xi, Jianfeng Ma
2024	A systematic literature review on Windows malware detection: Techniques, research issues, and future directions Journal of Systems and Software Pascal Maniriho, Abdun Naser Mahmood, Mohammad Jabed Morshed Chowdhury
2024	Explainability in AI-based behavioral malware detection systems Computers & Security Antonio Galli, Valerio La Gatta, Vincenzo Moscato, Marco Postiglione, Giancarlo Sperlì
2024	2024 1st International Conference on Advances in Computing, Communication and Networking (ICAC2N) Vempaty Prashanthi, Srinivas Kanakala
2024	SIa-CBc: Sensitive Intent-Assisted and Crucial Behavior-Cognized Malware Detection Based on Human Brain Cognitive Theory IEEE Transactions on Information Forensics and Security Chao Jing, Chaoyuan Cui, Yun Wu
2024	A Lightweight Malware Detection Model Based on Knowledge Distillation Mathematics Chunyu Miao, Liang Kou, Jilin Zhang, Guozhong Dong
2024	Malware Detection Based on API Call Sequence Analysis: A Gated Recurrent Unit–Generative Adversarial Network Model Approach Future Internet Nsikak Owoh, John Adejoh, Salaheddin Hosseinzadeh, Moses Ashawa, Jude Osamor, Ayyaz Qureshi
2024	Proceedings of the 2024 9th International Conference on Intelligent Information Technology Joel De Goma, John Emmanuel Dela Vega, Daniel Geneta, Claire Francheska Gil
2024	A review of deep learning based malware detection techniques Neurocomputing Huijuan Wang, Boyan Cui, Quanbo Yuan, Ruonan Shi, Mengying Huang
2024	Dynamic Malware Analysis Using a Sandbox Environment, Network Traffic Logs, and Artificial Intelligence. International Journal of Computational and Experimental Science and Engineering Mesut Guven
2024	Toward Enhancing Sequence-Optimized Malware Representation With Context-Separated Bi-Directional Long Short-Term Memory and Proximal Policy Optimization IEEE Transactions on Dependable and Secure Computing Yuhao Xie, Xiong Luo, Jiankun Sun
2023	2023 3rd International Conference on Smart Data Intelligence (ICSMDI) Sundharakumar K B, Bhalaji N, Prithvikiran
2023	2023 4th International Conference on Computation, Automation and Knowledge Management (ICCAKM) Parimal Avhad, Shivam Kolse, Parth Pangavhane, Tushar Gadekar, Abhimanyu Sangale
2023	2023 International Conference on Networking and Network Applications (NaNA) Han Li, Zhiwei Zhang, Hao Duan, Yi He, Ning Xi
2023	2023 Intelligent Methods, Systems, and Applications (IMSA) Eslam Amer
2023	Proceedings of the 18th International Conference on Availability, Reliability and Security Khanh Huu The Dam, Axel Legay
2023	LAM: Scrutinizing Leading APIs For Detecting Suspicious Call Sequences The Computer Journal Shahid Alam
2023	An ensemble approach for imbalanced multiclass malware classification using 1D-CNN PeerJ Computer Science Binayak Panda, Sudhanshu Shekhar Bisoyi, Sidhanta Panigrahy
2023	MalAnalyser: An effective and efficient Windows malware detection method based on API call sequences Expert Systems with Applications Prachi., Namita Dabas, Prabha Sharma
2023	2023 IEEE 22nd International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom) Jinyao Zhu, Xiaofei Xing, Guojun Wang, Peiqiang Li
2023	A Malware Detection Framework Based on Semantic Information of Behavioral Features Applied Sciences Yuxin Zhang, Shumian Yang, Lijuan Xu, Xin Li, Dawei Zhao
2023	Windows malware detection based on static analysis with multiple features PeerJ Computer Science Muhammad Irfan Yousuf, Izza Anwer, Ayesha Riasat, Khawaja Tahir Zia, Suhyun Kim
2023	Dynamic Extraction of Initial Behavior for Evasive Malware Detection Mathematics Faitouri A. Aboaoja, Anazida Zainal, Abdullah Marish Ali, Fuad A. Ghaleb, Fawaz Jaber Alsolami, Murad A. Rassam
2023	2023 IEEE 24th International Conference on High Performance Switching and Routing (HPSR) Zixu Tian, Rajendra Patil, Mohan Gurusamy, Joshua McCloud
2023	API-MalDetect: Automated malware detection framework for windows based on API calls and deep learning techniques Journal of Network and Computer Applications Pascal Maniriho, Abdun Naser Mahmood, Mohammad Jabed Morshed Chowdhury
2023	A Kullback-Liebler divergence-based representation algorithm for malware detection PeerJ Computer Science Faitouri A. Aboaoja, Anazida Zainal, Fuad A. Ghaleb, Norah Saleh Alghamdi, Faisal Saeed, Husayn Alhuwayji
2023	Artificial Intelligence-Based Malware Detection, Analysis, and Mitigation Symmetry Amir Djenna, Ahmed Bouridane, Saddaf Rubab, Ibrahim Moussa Marou
2023	Dynamic Malware Analysis Based on API Sequence Semantic Fusion Applied Sciences Sanfeng Zhang, Jiahao Wu, Mengzhe Zhang, Wang Yang
2023	Engineering Cyber-Physical Systems and Critical Infrastructures Qasem Abu Al-Haija, Moez Krichen
2023	Dynamic Malware Detection Using Parameter-Augmented Semantic Chain Electronics Donghui Zhao, Huadong Wang, Liang Kou, Zhannan Li, Jilin Zhang
2023	2023 IEEE 47th Annual Computers, Software, and Applications Conference (COMPSAC) Yassine Belkhouche
2023	Metamorphic Malware and Obfuscation: A Survey of Techniques, Variants, and Generation Kits Security and Communication Networks Kenneth Brezinski, Ken Ferens
2023	A multi-view feature fusion approach for effective malware classification using Deep Learning Journal of Information Security and Applications Rajasekhar Chaganti, Vinayakumar Ravi, Tuan D. Pham
2023	Advances in Information Security, Privacy, and Ethics Ravi Singh, Piyush Kumar
2023	Proceedings of the 2023 4th International Conference on Computing, Networks and Internet of Things Yonglin Liao, Nurbol Luktarhan, Yue Wang, Qinlin Chen
2023	Detection of Malware Attacks using Artiﬁcial Neural Network VAWKUM Transactions on Computer Sciences Humza Rana, Minhaj Ahmad Khan
2023	Detecting Malware Activities With MalpMiner: A Dynamic Analysis Approach IEEE Access Mustafa F. Abdelwahed, Mustafa M. Kamal, Samir G. Sayed
2023	2023 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech) Le Qi Yau, Yik Ting Lam, Ashwin Lokesh, Prannaya Gupta, Justin Lim, Ishneet Sukhvinder Singh, Jia-Yi Loo, Mao V. Ngo, Sin G. Teo, Tram Truong-Huu
2023	Analyzing the performance of long short‐term memory architectures for malware detection models Concurrency and Computation: Practice and Experience Cigdem Avci, Bedir Tekinerdogan, Cagatay Catal
2022	An ensemble of pre-trained transformer models for imbalanced multiclass malware classification Computers & Security Ferhat Demirkıran, Aykut Çayır, Uğur Ünal, Hasan Dağ
2022	2022 International Conference on Computer Communications and Networks (ICCCN) Adam Duby, Teryl Taylor, Gedare Bloom, Yanyan Zhuang
2022	MalSPM: Metamorphic malware behavior analysis and classification using sequential pattern mining Computers & Security M. Saqib Nawaz, Philippe Fournier-Viger, M. Zohaib Nawaz, Guoting Chen, Youxi Wu
2022	Malware detection with dynamic evolving graph convolutional networks International Journal of Intelligent Systems Zikai Zhang, Yidong Li, Wei Wang, Haifeng Song, Hairong Dong
2022	DMalNet: Dynamic malware analysis based on API feature engineering and graph learning Computers & Security Ce Li, Zijun Cheng, He Zhu, Leiqi Wang, Qiujian Lv, Yan Wang, Ning Li, Degang Sun
2022	EAI/Springer Innovations in Communication and Computing Mais Nijim, Ayush Goyal, Avdesh Mishra, David Hicks
2022	Lecture Notes in Computer Science Rajchada Chanajitt, Bernhard Pfahringer, Heitor Murilo Gomes, Vithya Yogarajan
2022	On the effectiveness of binary emulation in malware classification Journal of Information Security and Applications Vasilis Vouvoutsis, Fran Casino, Constantinos Patsakis
2022	2022 19th International Computer Conference on Wavelet Active Media Technology and Information Processing (ICCWAMTIP) Zine El Abidine Bensalem, Ilyas Benkhaddra, Mohamed Ali Setitra, Mingyu Fan
2022	Deep Learning Methods for Malware and Intrusion Detection: A Systematic Literature Review Security and Communication Networks Rahman Ali, Asmat Ali, Farkhund Iqbal, Mohammed Hussain, Farhan Ullah
2022	PROUD-MAL: static analysis-based progressive framework for deep unsupervised malware classification of windows portable executable Complex & Intelligent Systems Syed Khurram Jah Rizvi, Warda Aslam, Muhammad Shahzad, Shahzad Saleem, Muhammad Moazam Fraz
2022	2022 2nd International Mobile, Intelligent, and Ubiquitous Computing Conference (MIUCC) Eslam Amer, Adham Samir, Hazem Mostafa, Amer Mohamed, Mohamed Amin
2022	Ensemble dynamic behavior detection method for adversarial malware Future Generation Computer Systems Chao Jing, Yun Wu, Chaoyuan Cui
2022	2022 IEEE Conference on Dependable and Secure Computing (DSC) Ipshita Roy Chowdhury, Deepayan Bhowmik
2022	A novel deep framework for dynamic malware detection based on API sequence intrinsic features Computers & Security Ce Li, Qiujian Lv, Ning Li, Yan Wang, Degang Sun, Yuanyuan Qiao
2022	2022 IEEE 24th Int Conf on High Performance Computing & Communications; 8th Int Conf on Data Science & Systems; 20th Int Conf on Smart City; 8th Int Conf on Dependability in Sensor, Cloud & Big Data Systems & Application (HPCC/DSS/SmartCity/DependSys) Chen Li, Zheng Chen, Junjun Zheng
2022	2022 IEEE International Conference on Big Data (Big Data) Alexis J. Jackson, Krishnendu Ghosh
2022	Features Engineering for Malware Family Classification Based API Call Computers Ammar Yahya Daeef, Ali Al-Naji, Javaan Chahl
2022	Malware Detection Issues, Challenges, and Future Directions: A Survey Applied Sciences Faitouri A. Aboaoja, Anazida Zainal, Fuad A. Ghaleb, Bander Ali Saleh Al-rimy, Taiseer Abdalla Elfadil Eisa, Asma Abbas Hassan Elnour
2022	2022 IEEE 13th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON) Serena McDonnell, Omar Nada, Nicholas Prayogo, Preston Engstrom, Muhammad Rizwan Abid, Chen Ding, Ehsan Amjadian
2022	Evaluation and Survey of State of the Art Malware Detection and Classification Techniques: Analysis and Recommendation SSRN Electronic Journal Pascal Maniriho, Abdun Mahmood, Mohammad Jabed Morshed Chowdhury
2022	Lecture Notes in Computer Science Ayyub Alzahem, Wadii Boulila, Maha Driss, Anis Koubaa, Iman Almomani
2022	2022 9th International Conference on Dependable Systems and Their Applications (DSA) Kaixin Chang, Nailiang Zhao, Liang Kou
2021	2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA) Rajchada Chanajitt, Bernhard Pfahringer, Heitor Murilo Gomes
2021	Advances in Information Security, Privacy, and Ethics Fatimah Al Obaidan, Saqib Saeed
2021	Data augmentation based malware detection using convolutional neural networks PeerJ Computer Science Ferhat Ozgur Catak, Javed Ahmed, Kevser Sahinbas, Zahid Hussain Khand
2021	Communications in Computer and Information Science M. Saqib Nawaz, Philippe Fournier-Viger, M. Zohaib Nawaz, Guoting Chen, Youxi Wu
2021	Distinguishing malicious programs based on visualization and hybrid learning algorithms Computer Networks Sanjeev Kumar, B. Janet
2021	2021 IEEE Aerospace Conference (50100) Serena McDonnell, Omar Nada, Muhammad Rizwan Abid, Ehsan Amjadian
2021	Deep Learning Based Android Anomaly Detection Using a Combination of Vulnerabilities Dataset Applied Sciences Zakeya Namrud, Sègla Kpodjedo, Chamseddine Talhi, Ahmed Bali, Alvine Boaye Belle
2021	A Novel Malware Detection and Family Classification Scheme for IoT Based on DEAM and DenseNet Security and Communication Networks Changguang Wang, Ziqiu Zhao, Fangwei Wang, Qingru Li
2021	Malware homology determination using visualized images and feature fusion PeerJ Computer Science Xuejin Zhu, Jie Huang, Bin Wang, Chunyang Qi
2021	A Multi-Perspective malware detection approach through behavioral fusion of API call sequence Computers & Security Eslam Amer, Ivan Zelinka, Shaker El-Sappagh
2021	Malbert: A novel pre-training method for malware detection Computers & Security Zhifeng Xu, Xianjin Fang, Gaoming Yang
2021	2021 International Conference on Informatics, Multimedia, Cyber and Information System (ICIMCIS Wahyu Rendra Aditya, Girinoto, Raden Budiarto Hadiprakoso, Adam Waluyo
2020	Contextual Identification of Windows Malware through Semantic Interpretation of API Call Sequence Applied Sciences Eslam Amer, Shaker El-Sappagh, Jong Wan Hu
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