IoT Device Identification

IoT Firmware Version Identification Using Transfer Learning with Twin Neural Networks

Authors: Ashley Andrews, George Oikonomou, Simon Armour, Paul Thomas, Thomas Cattermole | Published: 2025-01-10
IoT Device Identification
Firmware Version Identification
Time Window Analysis

DeviceRadar: Online IoT Device Fingerprinting in ISPs using Programmable Switches

Authors: Ruoyu Li, Qing Li, Tao Lin, Qingsong Zou, Dan Zhao, Yucheng Huang, Gareth Tyson, Guorui Xie, Yong Jiang | Published: 2024-04-19
DDoS Attack Detection
IoT Device Identification
Watermarking

IoT Device Labeling Using Large Language Models

Authors: Bar Meyuhas, Anat Bremler-Barr, Tal Shapira | Published: 2024-03-03
IoT Device Identification
Data Collection
Label

Locality Sensitive Hashing for Network Traffic Fingerprinting

Authors: Nowfel Mashnoor, Jay Thom, Abdur Rouf, Shamik Sengupta, Batyr Charyyev | Published: 2024-02-12
IoT Device Identification
Parameter Tuning
Fingerprinting Method

Enhancing IoT Security via Automatic Network Traffic Analysis: The Transition from Machine Learning to Deep Learning

Authors: Mounia Hamidouche, Eugeny Popko, Bassem Ouni | Published: 2023-11-20
IoT Device Identification
Cyber Attack
Deep Learning Method

Radio Frequency Fingerprinting via Deep Learning: Challenges and Opportunities

Authors: Saeif Al-Hazbi, Ahmed Hussain, Savio Sciancalepore, Gabriele Oligeri, Panos Papadimitratos | Published: 2023-10-25 | Updated: 2024-04-15
IoT Device Identification
Fingerprinting Method
Model Design

ZEST: Attention-based Zero-Shot Learning for Unseen IoT Device Classification

Authors: Binghui Wu, Philipp Gysel, Dinil Mon Divakaran, Mohan Gurusamy | Published: 2023-10-12 | Updated: 2024-01-12
IoT Device Identification
Data Generation
Self-Attention Mechanism

IIDS: Design of Intelligent Intrusion Detection System for Internet-of-Things Applications

Authors: KG Raghavendra Narayan, Srijanee Mookherji, Vanga Odelu, Rajendra Prasath, Anish Chand Turlapaty, Ashok Kumar Das | Published: 2023-08-02
IoT Device Identification
Data Preprocessing
Vulnerability detection

Efficient Attack Detection in IoT Devices using Feature Engineering-Less Machine Learning

Authors: Arshiya Khan, Chase Cotton | Published: 2023-01-09
IoT Device Identification
Prompt Injection
Malicious Package Detection