Deep Learning based Moving Target Defence for Federated Learning against Poisoning Attack in MEC Systems with a 6G Wireless Model
Fuente:
arXiv
Saved in:
| Main Authors: | Kianpisheh, Somayeh, Taleb, Tarik, Iinatti, Jari, Song, JaeSeung |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Multi-Model based Federated Learning Against Model Poisoning Attack: A Deep Learning Based Model Selection for MEC Systems
by: Kianpisheh, Somayeh, et al.
Published: (2024)
by: Kianpisheh, Somayeh, et al.
Published: (2024)
External Memories of PDP Switches for In-Network Implementable Functions Placement: Deep Learning Based Reconfiguration of SFCs
by: Kianpisheh, Somayeh, et al.
Published: (2024)
by: Kianpisheh, Somayeh, et al.
Published: (2024)
Deep Learning Based Service Composition in Integrated Aerial-Terrestrial Networks
by: Farhoudi, Mohammad, et al.
Published: (2025)
by: Farhoudi, Mohammad, et al.
Published: (2025)
Discovery of 6G Services and Resources in Edge-Cloud-Continuum
by: Farhoudi, Mohammad, et al.
Published: (2024)
by: Farhoudi, Mohammad, et al.
Published: (2024)
Cross-Cluster Networking to Support Extended Reality Services
by: Theodoropoulos, Theodoros, et al.
Published: (2024)
by: Theodoropoulos, Theodoros, et al.
Published: (2024)
A Novel Multiple Access Scheme for Heterogeneous Wireless Communications using Symmetry-aware Continual Deep Reinforcement Learning
by: Mazandarani, Hamidreza, et al.
Published: (2025)
by: Mazandarani, Hamidreza, et al.
Published: (2025)
Securing Hybrid Wireless Body Area Networks (HyWBAN): Advancements in Semantic Communications and Jamming Techniques
by: Soderi, Simone, et al.
Published: (2024)
by: Soderi, Simone, et al.
Published: (2024)
Blockchain and Deep Learning-Based IDS for Securing SDN-Enabled Industrial IoT Environments
by: Poorazad, Samira Kamali, et al.
Published: (2023)
by: Poorazad, Samira Kamali, et al.
Published: (2023)
Energy Efficient Orchestration in Multiple-Access Vehicular Aerial-Terrestrial 6G Networks
by: Farhoudi, Mohammad, et al.
Published: (2026)
by: Farhoudi, Mohammad, et al.
Published: (2026)
Beyond Per-Request QoS: Coordinating Industrial Workflows with B5G/6G Network Capabilities
by: Guo, Qize, et al.
Published: (2026)
by: Guo, Qize, et al.
Published: (2026)
Distributed Computation Offloading for Energy Provision Minimization in WP-MEC Networks with Multiple HAPs
by: Liu, Xiaoying, et al.
Published: (2024)
by: Liu, Xiaoying, et al.
Published: (2024)
Toward E2E Intelligence in 6G Networks: An AI Agent-Based RAN-CN Converged Intelligence Framework
by: Han, Youbin, et al.
Published: (2026)
by: Han, Youbin, et al.
Published: (2026)
Generative Resource Allocation for 6G O-RAN with Diffusion Policies
by: Nouri, Salar, et al.
Published: (2025)
by: Nouri, Salar, et al.
Published: (2025)
Empowering AI-Native 6G Wireless Networks with Quantum Federated Learning
by: Shaon, Shaba, et al.
Published: (2025)
by: Shaon, Shaba, et al.
Published: (2025)
Poisoning Attacks on Federated Learning-based Wireless Traffic Prediction
by: Zhang, Zifan, et al.
Published: (2024)
by: Zhang, Zifan, et al.
Published: (2024)
Secure Deep Reinforcement Learning for Dynamic Resource Allocation in Wireless MEC Networks
by: Hao, Xin, et al.
Published: (2023)
by: Hao, Xin, et al.
Published: (2023)
Semantic-Aware Dynamic and Distributed Power Allocation: a Multi-UAV Area Coverage Use Case
by: Mazandarani, Hamidreza, et al.
Published: (2025)
by: Mazandarani, Hamidreza, et al.
Published: (2025)
Service Registration, Indexing, Discovery & Selection; An Architectural Survey Toward a GenAI-Driven Future
by: Farhoudi, Mohammad, et al.
Published: (2025)
by: Farhoudi, Mohammad, et al.
Published: (2025)
ORIENT: A Priority-Aware Energy-Efficient Approach for Latency-Sensitive Applications in 6G
by: Shokrnezhad, Masoud, et al.
Published: (2024)
by: Shokrnezhad, Masoud, et al.
Published: (2024)
An Autonomous Network Orchestration Framework Integrating Large Language Models with Continual Reinforcement Learning
by: Shokrnezhad, Masoud, et al.
Published: (2025)
by: Shokrnezhad, Masoud, et al.
Published: (2025)
AIORA: An AI-Native Multi-Stakeholder Orchestration Architecture for 6G Continuum
by: Molner, Nuria, et al.
Published: (2025)
by: Molner, Nuria, et al.
Published: (2025)
A Semantic-Aware Multiple Access Scheme for Distributed, Dynamic 6G-Based Applications
by: Mazandarani, Hamidreza, et al.
Published: (2024)
by: Mazandarani, Hamidreza, et al.
Published: (2024)
Hybrid Hierarchical Federated Learning over 5G/NextG Wireless Networking
by: Liu, Haiyun, et al.
Published: (2026)
by: Liu, Haiyun, et al.
Published: (2026)
Joint Network Slicing, Routing, and In-Network Computing for Energy-Efficient 6G
by: Sasan, Zeinab, et al.
Published: (2024)
by: Sasan, Zeinab, et al.
Published: (2024)
Quantum Reinforcement Learning for 6G and Beyond Wireless Networks
by: Tran, Dinh-Hieu, et al.
Published: (2025)
by: Tran, Dinh-Hieu, et al.
Published: (2025)
Adaptive Multiple Access and Service Placement for Generative Diffusion Models
by: Mazandarani, Hamidreza, et al.
Published: (2025)
by: Mazandarani, Hamidreza, et al.
Published: (2025)
Joint Explainability and Sensitivity-Aware Federated Deep Learning for Transparent 6G RAN Slicing
by: Roy, Swastika, et al.
Published: (2023)
by: Roy, Swastika, et al.
Published: (2023)
Fast and Adaptive Task Management in MEC: A Deep Learning Approach Using Pointer Networks
by: Yonkeu, Arild, et al.
Published: (2025)
by: Yonkeu, Arild, et al.
Published: (2025)
Fairness-Utilization Trade-off in Wireless Networks with Explainable Kolmogorov-Arnold Networks
by: Shokrnezhad, Masoud, et al.
Published: (2024)
by: Shokrnezhad, Masoud, et al.
Published: (2024)
Joint Task Offloading and User Scheduling in 5G MEC under Jamming Attacks
by: Amini, Mohammadreza, et al.
Published: (2025)
by: Amini, Mohammadreza, et al.
Published: (2025)
A Mathematical Introduction to Deep Reinforcement Learning for 5G/6G Applications
by: Rezazadeh, Farhad
Published: (2024)
by: Rezazadeh, Farhad
Published: (2024)
Federated Edge Learning for Predictive Maintenance in 6G Small Cell Networks
by: Sezgin, Yusuf Emir, et al.
Published: (2025)
by: Sezgin, Yusuf Emir, et al.
Published: (2025)
Some Applications envisaged for the new generation of communications networks 6G
by: Latreche, Sofiane, et al.
Published: (2025)
by: Latreche, Sofiane, et al.
Published: (2025)
Energy-Efficient RSMA-enabled Low-altitude MEC Optimization Via Generative AI-enhanced Deep Reinforcement Learning
by: Wang, Xudong, et al.
Published: (2025)
by: Wang, Xudong, et al.
Published: (2025)
Security-Aware Availability Modeling of a 5G-MEC System
by: Pathirana, Thilina, et al.
Published: (2024)
by: Pathirana, Thilina, et al.
Published: (2024)
Knowledge-Driven Deep Learning Paradigms for Wireless Network Optimization in 6G
by: Sun, Ruijin, et al.
Published: (2024)
by: Sun, Ruijin, et al.
Published: (2024)
Collaborative Optimization of Wireless Communication and Computing Resource Allocation based on Multi-Agent Federated Weighting Deep Reinforcement Learning
by: Wu, Junjie, et al.
Published: (2024)
by: Wu, Junjie, et al.
Published: (2024)
Fuzzy Q-Learning-Based Opportunistic Communication for MEC-Enhanced Vehicular Crowdsensing
by: Nguyen, Trung Thanh, et al.
Published: (2024)
by: Nguyen, Trung Thanh, et al.
Published: (2024)
Deep Reinforcement Learning for Network Energy Saving in 6G and Beyond Networks
by: Tran, Dinh-Hieu, et al.
Published: (2024)
by: Tran, Dinh-Hieu, et al.
Published: (2024)
Semantic Revolution from Communications to Orchestration for 6G: Challenges, Enablers, and Research Directions
by: Shokrnezhad, Masoud, et al.
Published: (2024)
by: Shokrnezhad, Masoud, et al.
Published: (2024)
Similar Items
-
Multi-Model based Federated Learning Against Model Poisoning Attack: A Deep Learning Based Model Selection for MEC Systems
by: Kianpisheh, Somayeh, et al.
Published: (2024) -
External Memories of PDP Switches for In-Network Implementable Functions Placement: Deep Learning Based Reconfiguration of SFCs
by: Kianpisheh, Somayeh, et al.
Published: (2024) -
Deep Learning Based Service Composition in Integrated Aerial-Terrestrial Networks
by: Farhoudi, Mohammad, et al.
Published: (2025) -
Discovery of 6G Services and Resources in Edge-Cloud-Continuum
by: Farhoudi, Mohammad, et al.
Published: (2024) -
Cross-Cluster Networking to Support Extended Reality Services
by: Theodoropoulos, Theodoros, et al.
Published: (2024)