4 papers
Performance Evaluation of Intent-Based Networking Scenarios: A GitOps and Nephio Approach
Saptarshi Ghosh, Ioannis Mavromatis, Konstantinos Antonakoglou +1
GitOps has emerged as a foundational paradigm for managing cloud-native infrastructures by enabling declarative configuration, version-controlled state, and automated reconciliatio…
CAMINO: Cloud-native Autonomous Management and Intent-based Orchestrator
Konstantinos Antonakoglou, Ioannis Mavromatis, Saptarshi Ghosh +2
This paper introduces CAMINO, a Cloud-native Autonomous Management and Intent-based Orchestrator designed to address the challenges of scalable, declarative, and cloud-native servi…
Green MLOps to Green GenOps: An Empirical Study of Energy Consumption in Discriminative and Generative AI Operations
Adrián Sánchez-Mompó, Ioannis Mavromatis, Peizheng Li +2
This study presents an empirical investigation into the energy consumption of Discriminative and Generative AI models within real-world MLOps pipelines. For Discriminative models,…
AI-Native Multi-Access Future Networks -- The REASON Architecture
Konstantinos Katsaros, Ioannis Mavromatis, Kostantinos Antonakoglou +13
The development of the sixth generation of communication networks (6G) has been gaining momentum over the past years, with a target of being introduced by 2030. Several initiatives…