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Author

K. Magoutis

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Conference Open access Jul 2026

Profiling Neural Network Partitioning Strategies for Inference across the Computing Continuum

A formal model that unifies functional, pipelined, and data-parallel partitioning strategies within a single abstraction over heterogeneous CC topologies, enabling structured cross-strategy comparison and enabling empirical, cross-strategy comparison of distributed inference deployments is introduced.

Nikolaos Papadakis, Alexandros Angourakis, K. Magoutis et al. · 0 citations
Open access Jul 2026

Performance Prediction of Data-Rebalancing Actions in Sharded NoSQL Clusters

A queueing network (QN) model of the rebalance process of the process used in MongoDB is developed, and a preliminary evaluation of performance prediction by the QN model via simulations is described, to understand the impact of different parameters of the rebalance process.

G. Paterakis, E. Ntallaris, K. Magoutis et al. · 0 citations

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