Machine Learning DDoS Detection for Consumer Internet of Things Devices

11 April 2018

Papers citing "Machine Learning DDoS Detection for Consumer Internet of Things Devices"

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Title
NetFlowGen: Leveraging Generative Pre-training for Network Traffic Dynamics Jiawei Zhou Woojeong Kim Zhiying Xu Alexander M. Rush Minlan Yu AI4CE 34 0 0 31 Dec 2024
Towards Efficient Machine Learning Method for IoT DDoS Attack Detection P Modi 16 0 0 16 Aug 2024
Leveraging Machine Learning for Accurate IoT Device Identification in Dynamic Wireless Contexts Bhagyashri Tushir Vikram K. Ramanna Yuhong Liu Behnam Dezfouli 39 0 0 15 May 2024
A Flow is a Stream of Packets: A Stream-Structured Data Approach for DDoS Detection Raja Giryes Lior Shafir A. Wool 74 1 0 12 May 2024
A Transformer-Based Framework for Payload Malware Detection and Classification Kyle Stein A. Mahyari Guillermo A. Francia Eman El-Sheikh 18 3 0 27 Mar 2024
Real-time Threat Detection Strategies for Resource-constrained Devices Mounia Hamidouche Biniam Fisseha Demissie Bilel Cherif 40 2 0 22 Mar 2024
Enhancing IoT Security Against DDoS Attacks through Federated Learning Ghazaleh Shirvani Saeid Ghasemshirazi Mohammad Ali Alipour 17 1 0 16 Mar 2024
Graph-Based DDoS Attack Detection in IoT Systems with Lossy Network Arvin Hekmati Bhaskar Krishnamachari GNN 16 2 0 14 Mar 2024
Self-adaptive Traffic Anomaly Detection System for IoT Smart Home Environments Naoto Watanabe Taku Yamazaki Takumi Miyoshi Ryo Yamamoto Masataka Nakahara Norihiro Okui Ayumu Kubota 14 0 0 05 Mar 2024
An Investigation into the Performances of the State-of-the-art Machine Learning Approaches for Various Cyber-attack Detection: A Survey Tosin Ige Christopher Kiekintveld Aritran Piplai AAML 32 4 0 26 Feb 2024
5G Networks and IoT Devices: Mitigating DDoS Attacks with Deep Learning Techniques Reem M. Alzhrani Mohammed Alliheedi 12 0 0 12 Nov 2023
Online Self-Supervised Deep Learning for Intrusion Detection Systems Mert Nakıp Erol Gelenbe 12 7 0 22 Jun 2023
Who Let the Smart Toaster Hack the House? An Investigation into the Security Vulnerabilities of Consumer IoT Devices Yang Li A. Mandalari Isabel Straw 14 4 0 15 Jun 2023
Detecting Anomalous Microflows in IoT Volumetric Attacks via Dynamic Monitoring of MUD Activity Ayyoob Hamza Hassan Habibi Gharakheili Theophilus A. Benson Gustavo E. A. P. A. Batista V. Sivaraman 14 0 0 11 Apr 2023
D-Score: An Expert-Based Method for Assessing the Detectability of IoT-Related Cyber-Attacks Yair Meidan D. Benatar Ron Bitton D. Avraham A. Shabtai 14 8 0 02 Mar 2023
CADeSH: Collaborative Anomaly Detection for Smart Homes Yair Meidan D. Avraham H. Libhaber A. Shabtai 8 5 0 02 Mar 2023
Correlation-Aware Neural Networks for DDoS Attack Detection In IoT Systems Arvin Hekmati Nishant Jethwa Eugenio Grippo Bhaskar Krishnamachari GNN 11 8 0 15 Feb 2023
Open RAN Security: Challenges and Opportunities Madhusanka Liyanage An Braeken Shahriar Shahabuddin Pasika Sashmal Ranaweera 11 52 0 03 Dec 2022
Machine and Deep Learning for IoT Security and Privacy: Applications, Challenges, and Future Directions Subrato Bharati Prajoy Podder 19 33 0 24 Oct 2022
LDoS attack detection method based on traffic time-frequency characteristics Yu-Ting Fu Xu Duan Kun Wang Bin Li 15 4 0 01 Jun 2022
Botnets Breaking Transformers: Localization of Power Botnet Attacks Against the Distribution Grid Lynn Pepin Lizhi Wang Jiangwei Wang Songyang Han Pranav Pishawikar A. Herzberg Peng-Zhen Zhang Fei Miao 8 4 0 18 Mar 2022
AdIoTack: Quantifying and Refining Resilience of Decision Tree Ensemble Inference Models against Adversarial Volumetric Attacks on IoT Networks Arman Pashamokhtari Gustavo E. A. P. A. Batista Hassan Habibi Gharakheili AAML 13 5 0 18 Mar 2022
NURSE: eNd-UseR IoT malware detection tool for Smart homEs Antoine dÉstalenx Carlos H. Gañán 17 2 0 09 Mar 2022
Evaluation of an Anomaly Detector for Routers using Parameterizable Malware in an IoT Ecosystem John Carter Spiros Mancoridis 15 1 0 29 Oct 2021
A Modern Analysis of Aging Machine Learning Based IoT Cybersecurity Methods Sam Strecker Rushit Dave Nyle Siddiqui Naeem Seliya 18 26 0 15 Oct 2021
Selective privacy in IoT smart-farms for battery-powered device longevity S. Rudd H. Cunningham 11 0 0 05 Aug 2021
Securing Smart Homes via Software-Defined Networking and Low-Cost Traffic Classification Holden Gordon Christopher Batula Bhagyashri Tushir Behnam Dezfouli Yuhong Liu 6 22 0 01 Apr 2021
Too Expensive to Attack: A Joint Defense Framework to Mitigate Distributed Attacks for the Internet of Things Grid Jianhua Li Ximeng Liu Jiong Jin Shui Yu AAML 6 1 0 01 Apr 2021
Resilient Machine Learning for Networked Cyber Physical Systems: A Survey for Machine Learning Security to Securing Machine Learning for CPS Felix O. Olowononi D. Rawat Chunmei Liu 26 128 0 14 Feb 2021
Review on the Security Threats of Internet of Things Prajoy Podder Hossain Mondal Subrato Bharati Pinto Kumar 10 20 0 12 Jan 2021
FLAME: Taming Backdoors in Federated Learning (Extended Version 1) T. D. Nguyen Phillip Rieger Huili Chen Hossein Yalame Helen Mollering ... Azalia Mirhoseini S. Zeitouni F. Koushanfar A. Sadeghi T. Schneider AAML 17 27 0 06 Jan 2021
LocKedge: Low-Complexity Cyberattack Detection in IoT Edge Computing Truong Thu Huong Ta Phuong Bac D. M. Long B. D. Thang N. T. Binh T. D. Luong Tran Kim Phuc 12 34 0 28 Nov 2020
Adversarial Attacks on Optimization based Planners Sai H. Vemprala Ashish Kapoor AAML 12 10 0 30 Oct 2020
Feature Extraction for Novelty Detection in Network Traffic Kun Yang Samory Kpotufe Nick Feamster AI4TS 12 8 0 30 Jun 2020
IoT meets COVID-19: Status, Challenges, and Opportunities Mohsin Kamal A. Aljohani Eisa A. Alanazi 6 36 0 28 Jun 2020
Adversarial Machine Learning based Partial-model Attack in IoT Z. Luo Shangqing Zhao Zhuo Lu Y. Sagduyu Jie Xu AAML 24 48 0 25 Jun 2020
Timely Detection and Mitigation of Stealthy DDoS Attacks via IoT Networks Keval Doshi Y. Yilmaz S. Uludag 6 53 0 15 Jun 2020
New Frontiers in IoT: Networking, Systems, Reliability, and Security Challenges S. Bagchi Tarek F. Abdelzaher R. Govindan Prashant J. Shenoy Akanksha Atrey Pradipta Ghosh Ran Xu 9 44 0 15 May 2020
Network Anomaly Detection based on Tensor Decomposition A. Streit Gustavo H. A. Santos R. M. Leão E. D. S. E. Silva Daniel S. Menasché Don Towsley 12 10 0 20 Apr 2020
Machine Learning Based Solutions for Security of Internet of Things (IoT): A Survey S. M. Tahsien H. Karimipour P. Spachos OOD 8 290 0 11 Apr 2020
Automating Botnet Detection with Graph Neural Networks Jiawei Zhou Zhiying Xu Alexander M. Rush Minlan Yu GNN 8 60 0 13 Mar 2020
IoT Behavioral Monitoring via Network Traffic Analysis Arunan Sivanathan 12 16 0 28 Jan 2020
Anomalous Communications Detection in IoT Networks Using Sparse Autoencoders Mustafizur R. Shahid Grégory Blanc Zonghua Zhang Hervé Debar 14 18 0 26 Dec 2019
Ten AI Stepping Stones for Cybersecurity Ricardo Morla 11 3 0 14 Dec 2019
Peek Inside the Closed World: Evaluating Autoencoder-Based Detection of DDoS to Cloud Hang Guo Xun Fan Anh Cao G. Outhred J. Heidemann 6 3 0 11 Dec 2019
PingPong: Packet-Level Signatures for Smart Home Device Events R. Trimananda Janus Varmarken A. Markopoulou Brian Demsky 6 35 0 26 Jul 2019
Machine Learning in IoT Security: Current Solutions and Future Challenges Fatima Hussain Rasheed Hussain Syed Ali Hassan E. Hossain 16 441 0 14 Mar 2019
Towards the Development of Realistic Botnet Dataset in the Internet of Things for Network Forensic Analytics: Bot-IoT Dataset Nickolaos Koroniotis Nour Moustafa E. Sitnikova B. Turnbull 8 1,184 0 02 Nov 2018
A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security M. Al-garadi Amr M. Mohamed A. Al-Ali Xiaojiang Du M. Guizani 11 787 0 29 Jul 2018
DÏoT: A Federated Self-learning Anomaly Detection System for IoT T. D. Nguyen Samuel Marchal Markus Miettinen Hossein Fereidooni Nadarajah Asokan A. Sadeghi 49 479 0 20 Apr 2018