2025under-review
Policy-Driven Federated Learning: Operationalising Governance, Trust, and Compliance in Cross-Organisational AI
T. Ranathunga, S. Barthi, A. McGibney
IEEE European Symposium on Security and Privacy (Under Review)
Publications
Research outputs across federated learning governance, data spaces interoperability, blockchain and AI, and IoT trust frameworks.
Filters
Federated and Trustworthy AI
2023conference
Machine Learning Economy for Next Generation Industrial IoT: A Vision under Web 3.0
S. Barthi, T. Ranathunga, I. Dhanapala, S. Rea, A. McGibney
MEDES, Springer CCIS
2022journal
Blockchain based Decentralised Model Aggregation for Cross-Silo Federated Learning in Industry 4.0
T. Ranathunga, A. McGibney, S. Barthi
IEEE Internet of Things Journal
Data Management & Governance
2025conference
A Secure Data Ecosystem Testbed
I. Dhanapala, T. Ranathunga, S. Barthi, A. McGibney, S. Rea
IEEE SMARTCOMP, Cork, Ireland
2024conference
Integrating Distributed Ledger Technologies Into Data Spaces: An Architectural Pattern
T. Ranathunga, S. Barthi, A. McGibney
International Congress on Blockchain and Applications, Salamanca
2024journal
Enabling Secure and Self-Sovereign Machine Learning Model Exchange in Manufacturing Data Spaces
T. Ranathunga, A. McGibney, S. Barthi
Journal of Industrial Information Integration, Elsevier
2024workshop
A Semantic Interoperability Toolkit for Sharing Energy Data and Models in a Manufacturing Data Space
T. Ranathunga, S. Barthi, A. McGibney
Workshop on Semantic Interoperability in Data Spaces, Budapest
Trust and Decentralisation
2021workshop
The convergence of Blockchain and Machine Learning for Decentralized Trust Management in IoT Ecosystems
T. Ranathunga, A. McGibney, S. Rea
ACM SenSys BlockSys Workshop, Portugal
2021conference
A Distributed Ledger Based Platform for Automated Energy Performance Assessment
T. Ranathunga, R. Marfievici, A. McGibney, S. Rea
IEEE BCCA 2021, Estonia
2020conference
A DLT-based Trust Framework for IoT Ecosystems
T. Ranathunga, R. Marfievici, A. McGibney, S. Rea
IEEE Cyber Security Conference, Dublin, Ireland