Federated Unlearning in Edge Networks: A Survey of Fundamentals, Challenges, Practical Applications and Future Directions
Fuente:
arXiv
Saved in:
| Main Authors: | Ng, Jer Shyuan, Daluwatta, Wathsara, Edirimannage, Shehan, Elvitigala, Charitha, Don, Asitha Kottahachchi Kankanamge, Khalil, Ibrahim, Zhang, Heng, Niyato, Dusit |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Developers Are Victims Too : A Comprehensive Analysis of The VS Code Extension Ecosystem
by: Edirimannage, Shehan, et al.
Published: (2024)
by: Edirimannage, Shehan, et al.
Published: (2024)
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data
by: Ng, Jer Shyuan, et al.
Published: (2025)
by: Ng, Jer Shyuan, et al.
Published: (2025)
Federated Learning with New Knowledge: Fundamentals, Advances, and Futures
by: Wang, Lixu, et al.
Published: (2024)
by: Wang, Lixu, et al.
Published: (2024)
Blockchain-enabled Trustworthy Federated Unlearning
by: Lin, Yijing, et al.
Published: (2024)
by: Lin, Yijing, et al.
Published: (2024)
Secure Semantic Communications via AI Defenses: Fundamentals, Solutions, and Future Directions
by: Zhang, Lan, et al.
Published: (2026)
by: Zhang, Lan, et al.
Published: (2026)
Agentic AI Reasoning for Mobile Edge General Intelligence: Fundamentals, Approaches, and Directions
by: Luo, Mingyi, et al.
Published: (2025)
by: Luo, Mingyi, et al.
Published: (2025)
Machine Learning for Wireless Metaverse: Fundamentals, Use Case, and Future Directions
by: Khan, Latif U., et al.
Published: (2022)
by: Khan, Latif U., et al.
Published: (2022)
Edge Unlearning is Not "on Edge"! An Adaptive Exact Unlearning System on Resource-Constrained Devices
by: Xia, Xiaoyu, et al.
Published: (2024)
by: Xia, Xiaoyu, et al.
Published: (2024)
Graph Neural Network Meets Multi-Agent Reinforcement Learning: Fundamentals, Applications, and Future Directions
by: Liu, Ziheng, et al.
Published: (2024)
by: Liu, Ziheng, et al.
Published: (2024)
Exploring Federated Unlearning: Review, Comparison, and Insights
by: Zhao, Yang, et al.
Published: (2023)
by: Zhao, Yang, et al.
Published: (2023)
Scalable Federated Unlearning via Isolated and Coded Sharding
by: Lin, Yijing, et al.
Published: (2024)
by: Lin, Yijing, et al.
Published: (2024)
Label Inference Attacks against Federated Unlearning
by: Wang, Wei, et al.
Published: (2025)
by: Wang, Wei, et al.
Published: (2025)
Lightweight Federated Learning over Wireless Edge Networks
by: Hou, Xiangwang, et al.
Published: (2025)
by: Hou, Xiangwang, et al.
Published: (2025)
Semantic Ranking for Automated Adversarial Technique Annotation in Security Text
by: Kumarasinghe, Udesh, et al.
Published: (2024)
by: Kumarasinghe, Udesh, et al.
Published: (2024)
A Systems-Engineered ESP32 DAQ Architecture and FAIR Data Workflow for Small-Scale Wind Turbine Performance Measurement in Tropical Environments
by: Kulasekera, Asitha Lakruwan
Published: (2026)
by: Kulasekera, Asitha Lakruwan
Published: (2026)
A Survey on Generative Model Unlearning: Fundamentals, Taxonomy, Evaluation, and Future Direction
by: Feng, Xiaohua, et al.
Published: (2025)
by: Feng, Xiaohua, et al.
Published: (2025)
Federated Agentic AI for Wireless Networks: Fundamentals, Approaches, and Applications
by: Cai, Lingyi, et al.
Published: (2026)
by: Cai, Lingyi, et al.
Published: (2026)
Energy-Aware Task Offloading for Rotatable STAR-RIS-Enhanced Mobile Edge Computing Systems
by: Yang, Dongdong, et al.
Published: (2025)
by: Yang, Dongdong, et al.
Published: (2025)
A Survey on Federated Unlearning: Challenges, Methods, and Future Directions
by: Liu, Ziyao, et al.
Published: (2023)
by: Liu, Ziyao, et al.
Published: (2023)
Advancing Fluid Antenna-Assisted Non-Terrestrial Networks in 6G and Beyond: Fundamentals, State of the Art, and Future Directions
by: Xu, Tianheng, et al.
Published: (2025)
by: Xu, Tianheng, et al.
Published: (2025)
Digital-Twin-Enabled 6G: Vision, Architectural Trends, and Future Directions
by: Khan, Latif U., et al.
Published: (2021)
by: Khan, Latif U., et al.
Published: (2021)
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions
by: Zhang, Ruichen, et al.
Published: (2025)
by: Zhang, Ruichen, et al.
Published: (2025)
World Models for Cognitive Agents: Transforming Edge Intelligence in Future Networks
by: Zhao, Changyuan, et al.
Published: (2025)
by: Zhao, Changyuan, et al.
Published: (2025)
Zero Trust Networks and Federated Unlearning Based 6G Edge Networks: Attack Scenario, Security Model and Future Directions
by: Nishat Mahdiya Khan, et al.
Published: (2025)
by: Nishat Mahdiya Khan, et al.
Published: (2025)
The Frontier of Data Erasure: Machine Unlearning for Large Language Models
by: Qu, Youyang, et al.
Published: (2024)
by: Qu, Youyang, et al.
Published: (2024)
Serving Long-Context LLMs at the Mobile Edge: Test-Time Reinforcement Learning-based Model Caching and Inference Offloading
by: Xu, Minrui, et al.
Published: (2025)
by: Xu, Minrui, et al.
Published: (2025)
Impact of fishing with Tephrosia candida (Fabaceae) on diversity and abundance of fish in the streams at the boundary of Sinharaja Man and Biosphere Forest Reserve, Sri Lanka
by: Udaya Priyantha Kankanamge Epa
Published: (2016)
by: Udaya Priyantha Kankanamge Epa
Published: (2016)
An Overlapping Coalition Game Approach for Collaborative Block Mining and Edge Task Offloading in MEC-assisted Blockchain Networks
by: Ye, Licheng, et al.
Published: (2025)
by: Ye, Licheng, et al.
Published: (2025)
Learning Item Representations Directly from Multimodal Features for Effective Recommendation
by: Zhou, Xin, et al.
Published: (2025)
by: Zhou, Xin, et al.
Published: (2025)
Deep Contrastive Unlearning for Language Models
by: He, Estrid, et al.
Published: (2025)
by: He, Estrid, et al.
Published: (2025)
NoT: Federated Unlearning via Weight Negation
by: Khalil, Yasser H., et al.
Published: (2025)
by: Khalil, Yasser H., et al.
Published: (2025)
CharithaPalika/BasalGanglia_DBS_model: Harnessing DBS to improve Exploration and Optimize Decision-Making through STN-GPe Desynchronization
by: Palika Charitha
Published: (2026)
by: Palika Charitha
Published: (2026)
Fluid Antenna Enabled Over-the-Air Federated Learning: Joint Optimization of Positioning, Beamforming, and User Selection
by: Zhao, Yang, et al.
Published: (2025)
by: Zhao, Yang, et al.
Published: (2025)
Machine Unlearning with Minimal Gradient Dependence for High Unlearning Ratios
by: Huang, Tao, et al.
Published: (2024)
by: Huang, Tao, et al.
Published: (2024)
Toward Resource-Efficient Collaboration of Large AI Models in Mobile Edge Networks
by: Li, Peichun, et al.
Published: (2026)
by: Li, Peichun, et al.
Published: (2026)
Contract-Inspired Contest Theory for Controllable Image Generation in Mobile Edge Metaverse
by: Liu, Guangyuan, et al.
Published: (2025)
by: Liu, Guangyuan, et al.
Published: (2025)
Joint Model Caching and Resource Allocation in Generative AI-Enabled Wireless Edge Networks
by: Liu, Zhang, et al.
Published: (2024)
by: Liu, Zhang, et al.
Published: (2024)
Edge General Intelligence Through World Models and Agentic AI: Fundamentals, Solutions, and Challenges
by: Zhao, Changyuan, et al.
Published: (2025)
by: Zhao, Changyuan, et al.
Published: (2025)
Trajectory Design and Resource Allocation for Multi-UAV-Assisted Sensing, Communication, and Edge Computing Integration
by: Peng, Sicong, et al.
Published: (2024)
by: Peng, Sicong, et al.
Published: (2024)
From Digital Twins to World Models:Opportunities, Challenges, and Applications for Mobile Edge General Intelligence
by: Zheng, Jie, et al.
Published: (2026)
by: Zheng, Jie, et al.
Published: (2026)
Similar Items
-
Developers Are Victims Too : A Comprehensive Analysis of The VS Code Extension Ecosystem
by: Edirimannage, Shehan, et al.
Published: (2024) -
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data
by: Ng, Jer Shyuan, et al.
Published: (2025) -
Federated Learning with New Knowledge: Fundamentals, Advances, and Futures
by: Wang, Lixu, et al.
Published: (2024) -
Blockchain-enabled Trustworthy Federated Unlearning
by: Lin, Yijing, et al.
Published: (2024) -
Secure Semantic Communications via AI Defenses: Fundamentals, Solutions, and Future Directions
by: Zhang, Lan, et al.
Published: (2026)