Author

P. Frangoudis

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Preprint Sep 2026

A Kubernetes-Native Request Router for Quality-Aware Inference Serving in the Computing Continuum

We introduce Adaptive Score-based Routing Balancer (ASRB), a dynamic, score-based request routing mechanism for Kubernetes-based service deployments over the computing continuum. ASRB jointly considers infrastructure-level information, response time measurements, and application-level quality indicators, with a particu...

Ignjat Karanovic, P. Frangoudis, Ivan Čilić et al. · 0 citations

Conference Open access Aug 2026

ELSA-FL: Energy and Load Serving Aware Federated Learning

Federated Learning (FL) enables collaborative model training across distributed devices. A major concern in FL is how to operate it smoothly in resource-constrained environments, where this process must perform under strict operational constraints, such as cost or energy budgets. An often-overlooked aspect is the effec...

Anna Lackinger, P. Frangoudis, Andrea Morichetta et al. · 2026 International Conferenc... · 0 citations

#artificial intelligence Preprint Sep 2026

ARGOS: Reinforcement Learning-Driven Multidimensional Elasticity for Service Orchestration in the Computing Continuum

Data-intensive services in the Computing Continuum must balance analytics quality, resource usage, and cost across heterogeneous nodes with limited and uneven capacity. This balance becomes especially difficult when resource scaling reaches capacity limits, because changes in demand and cluster pressure must then be ab...

Javier Mateos-Bravo, S. Laso, Juan Luis Herrera et al. · 0 citations