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

ARGOS, the Adaptive Reinforcement Learning-Driven Governance for Orchestrated Services, an end-to-end controller that formulates multidimensional elasticity as a per-request Markov decision process over analytics quality and cluster pressure, supported by capacity-aware admission is presented.

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