A Robust Federated Learning Approach for Combating Attacks Against IoT Systems Under non-IID Challenges
Fuente:
arXiv
Saved in:
| Main Authors: | Gad, Eyad, Fadlullah, Zubair Md, Fouda, Mostafa M. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Adaptive Trust Consensus for Blockchain IoT: Comparing RL, DRL, and MARL Against Naive, Collusive, Adaptive, Byzantine, and Sleeper Attacks
by: Padia, Soham, et al.
Published: (2025)
by: Padia, Soham, et al.
Published: (2025)
Robust DDoS-Attack Classification with 3D CNNs Against Adversarial Methods
by: Bragg, Landon, et al.
Published: (2025)
by: Bragg, Landon, et al.
Published: (2025)
How Worrying Are Privacy Attacks Against Machine Learning?
by: Domingo-Ferrer, Josep
Published: (2025)
by: Domingo-Ferrer, Josep
Published: (2025)
Dueling DDQN-Based Adaptive Multi-Objective Handover Optimization for LEO Satellite Networks
by: Chou, Po-Heng, et al.
Published: (2026)
by: Chou, Po-Heng, et al.
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)
Generalizable IoT Traffic Representations for Cross-Network Device Identification
by: Sivanathan, Arunan, et al.
Published: (2026)
by: Sivanathan, Arunan, et al.
Published: (2026)
How To Mitigate And Defend Against DDoS Attacks In IoT Devices
by: Leigha, Ifiyemi, et al.
Published: (2025)
by: Leigha, Ifiyemi, 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)
Toward Autonomous and Efficient Cybersecurity: A Multi-Objective AutoML-based Intrusion Detection System
by: Yang, Li, et al.
Published: (2025)
by: Yang, Li, et al.
Published: (2025)
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 Autonomous Cybersecurity: An Intelligent AutoML Framework for Autonomous Intrusion Detection
by: Yang, Li, et al.
Published: (2024)
by: Yang, Li, et al.
Published: (2024)
Quantum Machine Learning for Cyber-Physical Anomaly Detection in Unmanned Aerial Vehicles: A Leakage-Free Evaluation with Proxy-Audited Feature Sets
by: Paredes, Carlos A. Durán, et al.
Published: (2026)
by: Paredes, Carlos A. Durán, et al.
Published: (2026)
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)
IoTEdu: Access Control, Detection, and Automatic Incident Response in Academic IoT Networks
by: Assolin, Joner, et al.
Published: (2025)
by: Assolin, Joner, et al.
Published: (2025)
One-Shot Secure Aggregation: A Hybrid Cryptographic Protocol for Private Federated Learning in IoT
by: Emmaka, Imraul, et al.
Published: (2025)
by: Emmaka, Imraul, et al.
Published: (2025)
Worst-Case Discovery and Runtime Protection for RL-Based Network Controllers
by: Hè, Hongyu, et al.
Published: (2026)
by: Hè, Hongyu, et al.
Published: (2026)
AI-Enhanced IoT Systems for Predictive Maintenance and Affordability Optimization in Smart Microgrids: A Digital Twin Approach
by: Kushal, Koushik Ahmed, et al.
Published: (2025)
by: Kushal, Koushik Ahmed, et al.
Published: (2025)
PLUME: Building a Network-Native Foundation Model for Wireless Traces via Protocol-Aware Tokenization
by: Pradhan, Swadhin, et al.
Published: (2026)
by: Pradhan, Swadhin, et al.
Published: (2026)
HaLert: A Resilient Smart City Architecture for Post-Disaster Based on Wi-Fi HaLow Mesh and SDN
by: Ortigoso, Ana Rita, et al.
Published: (2025)
by: Ortigoso, Ana Rita, et al.
Published: (2025)
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)
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)
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)
NL-COMM: Enhanced Video Streaming via Advanced Non-Linear Processing
by: Filo, Marcin, et al.
Published: (2025)
by: Filo, Marcin, et al.
Published: (2025)
Robustness, Cost, and Attack-Surface Concentration in Phishing Detection
by: Allagan, Julian, et al.
Published: (2026)
by: Allagan, Julian, et al.
Published: (2026)
Paired 2-disjoint path covers of Bcube under the partitioned edge fault model
by: Zhang, Wenjing, et al.
Published: (2025)
by: Zhang, Wenjing, et al.
Published: (2025)
Community-Based Model Sharing and Generalisation: Anomaly Detection in IoT Temperature Sensor Networks
by: Hammad, Sahibzada Saadoon, et al.
Published: (2026)
by: Hammad, Sahibzada Saadoon, et al.
Published: (2026)
Exploratory Analysis of Cyberattack Patterns on E-Commerce Platforms Using Statistical Methods
by: Adeniya, Fatimo Adenike
Published: (2025)
by: Adeniya, Fatimo Adenike
Published: (2025)
X-NegoBox: An Explainable Privacy-Budget Negotiation Framework for Secure Peer-to-Peer Energy Data Exchange
by: Sengupta, Poushali, et al.
Published: (2026)
by: Sengupta, Poushali, et al.
Published: (2026)
Latent Sculpting for Zero-Shot Generalization: A Manifold Learning Approach to Out-of-Distribution Anomaly Detection
by: Chhetri, Rajeeb Thapa, et al.
Published: (2025)
by: Chhetri, Rajeeb Thapa, et al.
Published: (2025)
Manipulating OpenFlow Link Discovery Packet Forwarding for Topology Poisoning
by: Chen, Mingming, et al.
Published: (2024)
by: Chen, Mingming, et al.
Published: (2024)
Enhancing Low-Altitude Airspace Security: MLLM-Enabled UAV Intent Recognition
by: Lei, Guangyu, et al.
Published: (2025)
by: Lei, Guangyu, et al.
Published: (2025)
AMAR: Lightweight Attention-Based Multi-User Activity Recognition from Wi-Fi CSI
by: Mohammadi, Amirhossein, et al.
Published: (2026)
by: Mohammadi, Amirhossein, 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)
Deep Reinforcement Learning-Based Precoding for Multi-RIS-Aided Multiuser Downlink Systems with Practical Phase Shift
by: Chou, Po-Heng, et al.
Published: (2025)
by: Chou, Po-Heng, et al.
Published: (2025)
Federated Learning in Adversarial Environments: Testbed Design and Poisoning Resilience in Cybersecurity
by: Huang, Hao Jian, et al.
Published: (2024)
by: Huang, Hao Jian, et al.
Published: (2024)
Going with the Flow: Approximating Banzhaf Values via Graph Neural Networks
by: Kempinski, Benjamin, et al.
Published: (2025)
by: Kempinski, Benjamin, et al.
Published: (2025)
Pattern Recognition Tasks with Personalized Federated Learning
by: Rahman, Md. Arifur, et al.
Published: (2026)
by: Rahman, Md. Arifur, et al.
Published: (2026)
Renting Edge Computing Resources for Service Hosting
by: Madnaik, Aadesh, et al.
Published: (2022)
by: Madnaik, Aadesh, et al.
Published: (2022)
No Traffic to Cry: Traffic-Oblivious Link Deactivation for Green Traffic Engineering
by: Ilsen, Max, et al.
Published: (2026)
by: Ilsen, Max, et al.
Published: (2026)
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)
Similar Items
-
Adaptive Trust Consensus for Blockchain IoT: Comparing RL, DRL, and MARL Against Naive, Collusive, Adaptive, Byzantine, and Sleeper Attacks
by: Padia, Soham, et al.
Published: (2025) -
Robust DDoS-Attack Classification with 3D CNNs Against Adversarial Methods
by: Bragg, Landon, et al.
Published: (2025) -
How Worrying Are Privacy Attacks Against Machine Learning?
by: Domingo-Ferrer, Josep
Published: (2025) -
Dueling DDQN-Based Adaptive Multi-Objective Handover Optimization for LEO Satellite Networks
by: Chou, Po-Heng, et al.
Published: (2026) -
EPFL-REMNet: Efficient Personalized Federated Digital Twin Towards 6G Heterogeneous Radio Environment
by: Li, Peide, et al.
Published: (2025)