Toward Autonomous and Efficient Cybersecurity: A Multi-Objective AutoML-based Intrusion Detection System
Fuente:
arXiv
Saved in:
| Main Authors: | Yang, Li, Shami, Abdallah |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Towards Autonomous Cybersecurity: An Intelligent AutoML Framework for Autonomous Intrusion Detection
by: Yang, Li, et al.
Published: (2024)
by: Yang, Li, et al.
Published: (2024)
Enabling AutoML for Zero-Touch Network Security: Use-Case Driven Analysis
by: Yang, Li, et al.
Published: (2025)
by: Yang, Li, et al.
Published: (2025)
Towards Zero Touch Networks: Cross-Layer Automated Security Solutions for 6G Wireless Networks
by: Yang, Li, et al.
Published: (2025)
by: Yang, Li, et al.
Published: (2025)
A Multi-Stage Automated Online Network Data Stream Analytics Framework for IIoT Systems
by: Yang, Li, et al.
Published: (2022)
by: Yang, Li, et al.
Published: (2022)
Binary Image-Based Intrusion Detection for Operational Technology Networks: Extending the SPHBI Methodology from IoT to Modbus TCP
by: Omar, Aamir
Published: (2026)
by: Omar, Aamir
Published: (2026)
EPFL-REMNet: Efficient Personalized Federated Digital Twin Towards 6G Heterogeneous Radio Environment
by: Li, Peide, et al.
Published: (2025)
by: Li, Peide, et al.
Published: (2025)
Predicting Locations of Cell Towers for Network Capacity Expansion
by: Morri, Sowmiyan, et al.
Published: (2025)
by: Morri, Sowmiyan, et al.
Published: (2025)
GNN-enhanced Traffic Anomaly Detection for Next-Generation SDN-Enabled Consumer Electronics
by: Yang, Guan-Yan, et al.
Published: (2025)
by: Yang, Guan-Yan, et al.
Published: (2025)
DRIFT: Drift-Resilient Invariant-Feature Transformer for DGA Detection
by: Lee, Chaeyoung, et al.
Published: (2026)
by: Lee, Chaeyoung, et al.
Published: (2026)
A Robust Federated Learning Approach for Combating Attacks Against IoT Systems Under non-IID Challenges
by: Gad, Eyad, et al.
Published: (2025)
by: Gad, Eyad, et al.
Published: (2025)
Specification and Evaluation of Multi-Agent LLM Systems -- Prototype and Cybersecurity Applications
by: Härer, Felix
Published: (2025)
by: Härer, Felix
Published: (2025)
HoneyDOC: An Efficient Honeypot Architecture Enabling All-Round Design
by: Fan, Wenjun, et al.
Published: (2024)
by: Fan, Wenjun, et al.
Published: (2024)
How Worrying Are Privacy Attacks Against Machine Learning?
by: Domingo-Ferrer, Josep
Published: (2025)
by: Domingo-Ferrer, Josep
Published: (2025)
Protocol-agnostic and Data-free Backdoor Attacks on Pre-trained Models in RF Fingerprinting
by: Zhao, Tianya, et al.
Published: (2025)
by: Zhao, Tianya, et al.
Published: (2025)
Lightweight LLMs for Network Attack Detection in IoT Networks
by: Sudasinghe, Piyumi Bhagya, et al.
Published: (2026)
by: Sudasinghe, Piyumi Bhagya, et al.
Published: (2026)
Enhancing Adversarial Robustness of IoT Intrusion Detection via SHAP-Based Attribution Fingerprinting
by: Sharma, Dilli Prasad, et al.
Published: (2025)
by: Sharma, Dilli Prasad, et al.
Published: (2025)
Unveiling Hidden Threats: Using Fractal Triggers to Boost Stealthiness of Distributed Backdoor Attacks in Federated Learning
by: Wang, Jian, et al.
Published: (2025)
by: Wang, Jian, et al.
Published: (2025)
Hummingbird: Fast, Flexible, and Fair Inter-Domain Bandwidth Reservations
by: Wüst, Karl, et al.
Published: (2023)
by: Wüst, Karl, et al.
Published: (2023)
SIA: Symbolic Interpretability for Anticipatory Deep Reinforcement Learning in Network Control
by: Jabbari, MohammadErfan, et al.
Published: (2026)
by: Jabbari, MohammadErfan, et al.
Published: (2026)
GAN-Enhanced Deep Reinforcement Learning for Semantic-Aware Resource Allocation in 6G Network Slicing
by: John, Daniel Benniah
Published: (2026)
by: John, Daniel Benniah
Published: (2026)
Interpreting Deep Neural Network-Based Receiver Under Varying Signal-To-Noise Ratios
by: Tuononen, Marko, et al.
Published: (2024)
by: Tuononen, Marko, et al.
Published: (2024)
CIVIC: Cooperative Immersion Via Intelligent Credit-sharing in DRL-Powered Metaverse
by: Aboeleneen, Amr, et al.
Published: (2026)
by: Aboeleneen, Amr, et al.
Published: (2026)
Efficient Telecom Specific LLM: TSLAM-Mini with QLoRA and Digital Twin Data
by: Ethiraj, Vignesh, et al.
Published: (2025)
by: Ethiraj, Vignesh, et al.
Published: (2025)
Practical Quantum CIM Empowerment via All-Domestic-Core Agentic Large Model
by: Rui, Wang, et al.
Published: (2026)
by: Rui, Wang, et al.
Published: (2026)
Agentic Artificial Intelligence for Ethical Cybersecurity in Uganda: A Reinforcement Learning Framework for Threat Detection in Resource-Constrained Environments
by: Adabara, Ibrahim, et al.
Published: (2025)
by: Adabara, Ibrahim, et al.
Published: (2025)
Optimizing Service Function Chain Mapping in Network Function Virtualization through Simultaneous NF Decomposition and VNF Placement
by: Asgharian-Sardroud, Asghar, et al.
Published: (2024)
by: Asgharian-Sardroud, Asghar, et al.
Published: (2024)
5G Traffic Prediction with Time Series Analysis
by: Nayak, Nikhil, et al.
Published: (2021)
by: Nayak, Nikhil, et al.
Published: (2021)
Graph-Symbolic Policy Enforcement and Control (G-SPEC): A Neuro-Symbolic Framework for Safe Agentic AI in 5G Autonomous Networks
by: Vijay, Divya, et al.
Published: (2025)
by: Vijay, Divya, et al.
Published: (2025)
AI/ML for 5G and Beyond Cybersecurity
by: Pirbhulal, Sandeep, et al.
Published: (2025)
by: Pirbhulal, Sandeep, et al.
Published: (2025)
Large Language Models for Agentic NetOps and AIOps: Architectures, Evaluation, and Safety
by: Bilal, Muhammad, et al.
Published: (2026)
by: Bilal, Muhammad, et al.
Published: (2026)
Measurement-Driven Early Warning of Reliability Breakdown in 5G NSA Railway Networks
by: Chou, Po-Heng, et al.
Published: (2025)
by: Chou, Po-Heng, et al.
Published: (2025)
Spatial-Temporal Learning-Based Distributed Routing for Dynamic LEO Satellite Networks
by: Chou, Po-Heng, et al.
Published: (2026)
by: Chou, Po-Heng, et al.
Published: (2026)
CyberAId: AI-Driven Cybersecurity for Financial Service Providers
by: Fatouros, George, et al.
Published: (2026)
by: Fatouros, George, et al.
Published: (2026)
Optimizing Quantum Key Distribution Network Performance using Graph Neural Networks
by: Anchan, Akshit Pramod, et al.
Published: (2025)
by: Anchan, Akshit Pramod, et al.
Published: (2025)
Unsupervised Baseline Clustering and Incremental Adaptation for IoT Device Traffic Profiling
by: Alderman, Sean M., et al.
Published: (2026)
by: Alderman, Sean M., et al.
Published: (2026)
A Protocol-Language Model for Network Intrusion (Without Deep Packet Inspection)
by: Sharma, Vivek Kumar
Published: (2026)
by: Sharma, Vivek Kumar
Published: (2026)
PARD-SSM: Probabilistic Cyber-Attack Regime Detection via Variational Switching State-Space Models
by: Hiremath, Prakul Sunil, et al.
Published: (2026)
by: Hiremath, Prakul Sunil, et al.
Published: (2026)
Attack Selection Reduces Safety in Concentrated AI Control Settings against Trusted Monitoring
by: Schaeffer, Joachim, et al.
Published: (2026)
by: Schaeffer, Joachim, et al.
Published: (2026)
Autonomous AI Agents for Real-Time Affordable Housing Site Selection: Multi-Objective Reinforcement Learning Under Regulatory Constraints
by: Imanov, Olaf Yunus Laitinen, et al.
Published: (2026)
by: Imanov, Olaf Yunus Laitinen, et al.
Published: (2026)
Video QoE Metrics from Encrypted Traffic: Application-agnostic Methodology
by: Berger, Tamir, et al.
Published: (2025)
by: Berger, Tamir, et al.
Published: (2025)
Similar Items
-
Towards Autonomous Cybersecurity: An Intelligent AutoML Framework for Autonomous Intrusion Detection
by: Yang, Li, et al.
Published: (2024) -
Enabling AutoML for Zero-Touch Network Security: Use-Case Driven Analysis
by: Yang, Li, et al.
Published: (2025) -
Towards Zero Touch Networks: Cross-Layer Automated Security Solutions for 6G Wireless Networks
by: Yang, Li, et al.
Published: (2025) -
A Multi-Stage Automated Online Network Data Stream Analytics Framework for IIoT Systems
by: Yang, Li, et al.
Published: (2022) -
Binary Image-Based Intrusion Detection for Operational Technology Networks: Extending the SPHBI Methodology from IoT to Modbus TCP
by: Omar, Aamir
Published: (2026)