Advances and Open Problems in Federated Learning

• A privacy stack for speech-based AI in digital health

  2026 npj Digital Public Health article Computer Science Privacy-Preserving Technologies in Data Open access

  0

  citations
• Secure distributed machine learning for edge computing

  2025 Elsevier eBooks book-chapter Computer Science Privacy-Preserving Technologies in Data

  0

  citations
• Boosting multi-demographic federated learning for chest radiograph analysis using general-purpose self-supervised representations

  2025 European Journal of Radiology Artificial Intelligence article Computer Science Privacy-Preserving Technologies in Data Open access

  9

  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
• Advancing Federated Learning in 6G: A Trusted Architecture with Graph-Based Analysis

  2023 Globecom conference-paper Computer Science Privacy-Preserving Technologies in Data

  11

  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
• Applying federated learning to combat food fraud in food supply chains

  2023 npj Science of Food article Computer Science Privacy-Preserving Technologies in Data Open access

  36

  citations
• Collaborative training of medical artificial intelligence models with non-uniform labels

  2023 Scientific Reports article Computer Science Privacy-Preserving Technologies in Data Open access

  25

  citations
• A Secure and Resilient 6G Architecture Vision of the German Flagship Project 6G-ANNA

  2023 IEEE Access article Engineering Advanced Wireless Communication Technologies Open access

  47

  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
• Data-driven Extreme Events Modeling for Vehicle Networks by Personalized Federated Learning: Invited Paper

  2022 International Symposium on Wireless Communication Systems conference-paper Engineering Vehicular Ad Hoc Networks (VANETs)

  5

  citations
• Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting

  2022 Expert Systems with Applications article Computer Science Privacy-Preserving Technologies in Data Open access

  38

  citations
• Building a Digital Health Twin for Personalized Intervention: The EPI Project

  2020 arXiv (Cornell University) preprint Computer Science Privacy-Preserving Technologies in Data Open access

  40

  citations

13 results

• Building a Digital Health Twin for Personalized Intervention: The EPI Project

  2020 arXiv (Cornell University) preprint Computer Science Privacy-Preserving Technologies in Data Open access

  40

  citations

1 result