Efficient IoT Intrusion Detection with an Improved Attention-Based CNN-BiLSTM Architecture
Fuente:
arXiv
Saved in:
| Main Authors: | Naeem, Amna, Ahmad, Jawad, Khan, Muazzam A., Khattak, Aizaz Ahmad, Khan, Muhammad Shahbaz |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
X-Cross: Image Encryption Featuring Novel Dual-Layer Block Permutation and Dynamic Substitution Techniques
by: Ahsan, Hansa, et al.
Published: (2025)
by: Ahsan, Hansa, et al.
Published: (2025)
Image Encryption Using DNA Encoding, Snake Permutation and Chaotic Substitution Techniques
by: Farooqui, Waleed Ahmed, et al.
Published: (2025)
by: Farooqui, Waleed Ahmed, et al.
Published: (2025)
Lightweight CNN-BiLSTM based Intrusion Detection Systems for Resource-Constrained IoT Devices
by: Jouhari, Mohammed, et al.
Published: (2024)
by: Jouhari, Mohammed, et al.
Published: (2024)
A Hybrid Neural Network with Smart Skip Connections for High-Precision, Low-Latency EMG-Based Hand Gesture Recognition
by: Wazir, Hafsa, et al.
Published: (2025)
by: Wazir, Hafsa, et al.
Published: (2025)
A Novel Feature-Aware Chaotic Image Encryption Scheme For Data Security and Privacy in IoT and Edge Networks
by: Khan, Muhammad Shahbaz, et al.
Published: (2025)
by: Khan, Muhammad Shahbaz, et al.
Published: (2025)
Enhancing IoT Security with CNN and LSTM-Based Intrusion Detection Systems
by: Gueriani, Afrah, et al.
Published: (2024)
by: Gueriani, Afrah, et al.
Published: (2024)
Efficient Intrusion Detection: Combining $χ^2$ Feature Selection with CNN-BiLSTM on the UNSW-NB15 Dataset
by: Jouhari, Mohammed, et al.
Published: (2024)
by: Jouhari, Mohammed, et al.
Published: (2024)
Improving IoT Intrusion Detection Through SMOTE-Based Oversampling and Extended Multi-Model Evaluation on Side-Channel Power Data
by: Shahzad, Muhammad Khuram, et al.
Published: (2026)
by: Shahzad, Muhammad Khuram, et al.
Published: (2026)
SE-Enhanced ViT and BiLSTM-Based Intrusion Detection for Secure IIoT and IoMT Environments
by: Gueriani, Afrah, et al.
Published: (2026)
by: Gueriani, Afrah, et al.
Published: (2026)
Research on CNN-BiLSTM Network Traffic Anomaly Detection Model Based on MindSpore
by: Xiang, Qiuyan, et al.
Published: (2025)
by: Xiang, Qiuyan, et al.
Published: (2025)
Empowering IoT Security: On-Device Intrusion Detection in Resource Constrained Devices
by: Ieropoulos, Vasilis, et al.
Published: (2026)
by: Ieropoulos, Vasilis, et al.
Published: (2026)
Lightweight CNN-Based Wi-Fi Intrusion Detection Using 2D Traffic Representations
by: Ahmad, Rayed Suhail, et al.
Published: (2025)
by: Ahmad, Rayed Suhail, et al.
Published: (2025)
A Novel Approach to Malicious Code Detection Using CNN-BiLSTM and Feature Fusion
by: Zhang, Lixia, et al.
Published: (2024)
by: Zhang, Lixia, et al.
Published: (2024)
A Chaotic Image Encryption Scheme Using Novel Geometric Block Permutation and Dynamic Substitution
by: Ali, Muhammad, et al.
Published: (2025)
by: Ali, Muhammad, et al.
Published: (2025)
Performance Evaluation of Threshold Signing Schemes in Cryptography
by: Faneela, et al.
Published: (2025)
by: Faneela, et al.
Published: (2025)
RNA-TransCrypt: Image Encryption Using Chaotic RNA Encoding, Novel Transformative Substitution, and Tailored Cryptographic Operations
by: Khan, Muhammad Shahbaz, et al.
Published: (2024)
by: Khan, Muhammad Shahbaz, et al.
Published: (2024)
Optimized IoT Intrusion Detection using Machine Learning Technique
by: Mahmud, Muhammad Zawad, et al.
Published: (2024)
by: Mahmud, Muhammad Zawad, et al.
Published: (2024)
Deep Reinforcement Learning for Intrusion Detection in IoT: A Survey
by: Gueriani, Afrah, et al.
Published: (2024)
by: Gueriani, Afrah, et al.
Published: (2024)
CITADEL: Continual Anomaly Detection for Enhanced Learning in IoT Intrusion Detection
by: Li, Elvin, et al.
Published: (2025)
by: Li, Elvin, et al.
Published: (2025)
1D-CNN-IDS: 1D CNN-based Intrusion Detection System for IIoT
by: Arslan, Muhammad, et al.
Published: (2024)
by: Arslan, Muhammad, et al.
Published: (2024)
Gotham Dataset 2025: A Reproducible Large-Scale IoT Network Dataset for Intrusion Detection and Security Research
by: Belarbi, Othmane, et al.
Published: (2025)
by: Belarbi, Othmane, et al.
Published: (2025)
A Lightweight Defense Mechanism against Next Generation of Phishing Emails using Distilled Attention-Augmented BiLSTM
by: Eskandarian, Morteza, et al.
Published: (2026)
by: Eskandarian, Morteza, et al.
Published: (2026)
VetIoT: On Vetting IoT Defenses Enforcing Policies at Runtime
by: Nafis, Akib Jawad, et al.
Published: (2023)
by: Nafis, Akib Jawad, et al.
Published: (2023)
A Robust Cross-Domain IDS using BiGRU-LSTM-Attention for Medical and Industrial IoT Security
by: Gueriani, Afrah, et al.
Published: (2025)
by: Gueriani, Afrah, et al.
Published: (2025)
Optimizing Resource Allocation and Energy Efficiency in Federated Fog Computing for IoT
by: Ahmad, Taimoor, et al.
Published: (2025)
by: Ahmad, Taimoor, et al.
Published: (2025)
Enhancing Autonomous Online Intrusion Detection for IoT with Balanced Learning, Reliable Pseudo-Labels, and Lightweight Architectures
by: Afzaal, Hanzala, et al.
Published: (2026)
by: Afzaal, Hanzala, et al.
Published: (2026)
Optimizing IoT Intrusion Detection with Tabular Foundation Models for Smart City Forensics
by: Al-Dahmani, Asma, et al.
Published: (2026)
by: Al-Dahmani, Asma, et al.
Published: (2026)
Hybrid Machine Learning Models for Intrusion Detection in IoT: Leveraging a Real-World IoT Dataset
by: Akif, Md Ahnaf, et al.
Published: (2025)
by: Akif, Md Ahnaf, et al.
Published: (2025)
Dynamic Temporal Positional Encodings for Early Intrusion Detection in IoT
by: Panopoulos, Ioannis, et al.
Published: (2025)
by: Panopoulos, Ioannis, et al.
Published: (2025)
Retracted: Intelligent Intrusion Detection Method of Industrial Internet of Things Based on CNN-BiLSTM
by: Security and Communication Networks
Published: (2024)
by: Security and Communication Networks
Published: (2024)
Efficient Network Traffic Feature Sets for IoT Intrusion Detection
by: Silva, Miguel, et al.
Published: (2024)
by: Silva, Miguel, et al.
Published: (2024)
REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack
by: Zhan, Zhonghao, et al.
Published: (2025)
by: Zhan, Zhonghao, et al.
Published: (2025)
Federated Learning-Enhanced Blockchain Framework for Privacy-Preserving Intrusion Detection in Industrial IoT
by: Ali, Anas, et al.
Published: (2025)
by: Ali, Anas, et al.
Published: (2025)
Incremental Federated Learning for Intrusion Detection in IoT Networks under Evolving Threat Landscape
by: Rehman, Muaan Ur, et al.
Published: (2026)
by: Rehman, Muaan Ur, et al.
Published: (2026)
SecureDyn-FL: A Robust Privacy-Preserving Federated Learning Framework for Intrusion Detection in IoT Networks
by: Soomro, Imtiaz Ali, et al.
Published: (2026)
by: Soomro, Imtiaz Ali, et al.
Published: (2026)
Open Set Dandelion Network for IoT Intrusion Detection
by: Wu, Jiashu, et al.
Published: (2023)
by: Wu, Jiashu, et al.
Published: (2023)
Lightweight Cryptanalysis of IoT Encryption Algorithms : Is Quota Sampling the Answer?
by: Cook, Jonathan, et al.
Published: (2024)
by: Cook, Jonathan, et al.
Published: (2024)
OptiFLIDS: Optimized Federated Learning for Energy-Efficient Intrusion Detection in IoT
by: Elouardi, Saida, et al.
Published: (2025)
by: Elouardi, Saida, et al.
Published: (2025)
KAN-LSTM: Benchmarking Kolmogorov-Arnold Networks for Cyber Security Threat Detection in IoT Networks
by: Hassanin, Mohammed
Published: (2026)
by: Hassanin, Mohammed
Published: (2026)
Advanced Anomaly Detection and Threat Intelligence in Zero Trust IoT Environments Using Machine Learning
by: Basharat, Muhammad Umair, et al.
Published: (2026)
by: Basharat, Muhammad Umair, et al.
Published: (2026)
Similar Items
-
X-Cross: Image Encryption Featuring Novel Dual-Layer Block Permutation and Dynamic Substitution Techniques
by: Ahsan, Hansa, et al.
Published: (2025) -
Image Encryption Using DNA Encoding, Snake Permutation and Chaotic Substitution Techniques
by: Farooqui, Waleed Ahmed, et al.
Published: (2025) -
Lightweight CNN-BiLSTM based Intrusion Detection Systems for Resource-Constrained IoT Devices
by: Jouhari, Mohammed, et al.
Published: (2024) -
A Hybrid Neural Network with Smart Skip Connections for High-Precision, Low-Latency EMG-Based Hand Gesture Recognition
by: Wazir, Hafsa, et al.
Published: (2025) -
A Novel Feature-Aware Chaotic Image Encryption Scheme For Data Security and Privacy in IoT and Edge Networks
by: Khan, Muhammad Shahbaz, et al.
Published: (2025)