Federated Learning: Challenges, Methods, and Future Directions

• Shaping the Digital Transformation in Production: An Information and Network-Centric Perspective

  2026 Lecture notes in computer science conference-paper Engineering Digital Transformation in Industry

  0

  citations
• BSAC-CoEx: Coexistence of URLLC and Distributed Learning Services via Device Selection

  2025 IEEE Transactions on Network and Service Management article Computer Science IoT and Edge/Fog Computing

  1

  citations
• Performance Enhancement on Sparse Federated Learning Supported by RIS-Aided Communication in the Finite Blocklength Regime

  2025 IEEE Transactions on Mobile Computing article Engineering Advanced Wireless Communication Technologies

  0

  citations
• Efficient Federated Learning on Resource-Constrained Edge Devices: Integrating Data Distillation and Semi-Supervised Learning

  2024 conference-paper Computer Science Privacy-Preserving Technologies in Data

  0

  citations
• Hierarchical Service Composition via Blockchain-enabled Federated Learning

  2024 Data Science and Engineering article Computer Science Service-Oriented Architecture and Web Services Open access

  3

  citations
• Performance Enhancement on Federated Learning Supported by RIS-Aided Communication in the FBL Regime

  2024 International Conference on Communications conference-paper Engineering Advanced Wireless Communication Technologies

  1

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• Communication-efficient Decentralised Federated Learning via Low Huffman-coded Delta Quantization Scheme

  2024 International Wireless Communications and Mobile Computing Conference (IWCMC) conference-paper Computer Science Privacy-Preserving Technologies in Data

  5

  citations
• Federated Learning in Heterogeneous Networks With Unreliable Communication

  2023 IEEE Transactions on Wireless Communications article Computer Science Privacy-Preserving Technologies in Data

  40

  citations
• Improved Gradient Inversion Attacks and Defenses in Federated Learning

  2023 IEEE Transactions on Big Data article Computer Science Privacy-Preserving Technologies in Data

  51

  citations
• pFedV: Mitigating Feature Distribution Skewness via Personalized Federated Learning with Variational Distribution Constraints

  2023 Lecture notes in computer science conference-paper Computer Science Privacy-Preserving Technologies in Data

  4

  citations
• Decentral and Incentivized Federated Learning Frameworks: A Systematic Literature Review

  2022 IEEE Internet of Things Journal review Computer Science Privacy-Preserving Technologies in Data Open access cited by 1 patent

  101

  citations
• Interplay between Distributed AI Workflow and URLLC

  2022 Globecom conference-paper Computer Science IoT and Edge/Fog Computing

  3

  citations
• Decentralized Distributed Multi-institutional PET Image Segmentation Using a Federated Deep Learning Framework

  2022 Clinical Nuclear Medicine article Computer Science Medical Image Segmentation Techniques Open access

  53

  citations
• Federated Learning in Heterogeneous Networks with Unreliable Communication

  2021 IEEE Globecom Workshops (GC Wkshps) conference-paper Computer Science Privacy-Preserving Technologies in Data

  16

  citations
• Optimized Federated Learning on Class-Biased Distributed Data Sources

  2021 Communications in computer and information science conference-paper Computer Science Privacy-Preserving Technologies in Data

  7

  citations

15 results