Author

Susanna Pirttikangas

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#edge computing Review Open access Sep 2026

Publish/Subscribe for Edge Intelligence: Systematic Review and Future Prospects

This survey provides a roadmap for advancing pub/sub mechanisms to meet the demands of interactive distributed computing environments, and proposes the integration of agentic AI to enhance adaptability and autonomy.

Alaa Saleh, Sasu Tarkoma, Susanna Pirttikangas et al. · ACM Computing Surveys · 6 citations

#federated learning Open access Sep 2026

From data heterogeneity to convergence: A data-centric review of federated learning

Federated Learning (FL) has emerged as a promising solution for data hunger in centralized learning. This paradigm enables privacy with multiple clients to train a shared-task model collaboratively without exposing their local data. While being a key component in any learning system, data is also a primary source of vu...

Huong Thanh Nguyen, Mickaël Bettinelli, Amirhossein Ghaffari et al. · Neurocomputing · 0 citations