52 citations · 148 across the 19 of their papers we have counts for
5 papers · 1 filter
Multi-agent LLMs on the Cloud-Edge-IoT Continuum: A Systematic Mapping Study on Architectures, Deployment, and Evaluation
Mahyar Tourchi Moghaddam, Tiziano Santilli, Leo Wilhelm Lierse +2
LLM applications are increasingly built as systems of cooperating components rather than as single prompt-response pipelines. IoT applications add constraints of their own, because…
MAUPITI: On-Device Prototype-Based Learning on a Smart Infrared Sensor
Beatrice Alessandra Motetti, Tanguy Dugas du Villard, Matteo Risso +7
Low-resolution infrared (IR) array sensors represent an interesting solution for privacy-preserving human sensing in embedded systems. In this letter, we describe a smart multi-pix…
Persona-as-Configuration: Generative Stakeholder Reporting for Agricultural Floods
Oliver Aleksander Larsen, Tiziano Santilli, Francesco Daghero +1
Cyber-physical systems built on deterministic edge inference, such as on-vehicle flood detection for agricultural fields, produce structured decision logs that must be interpreted…
SAKE: Software Architectural Knowledge Evaluation Benchmark for Large Language Models
Tiziano Santilli, Francesco Daghero, Mayhar Tourchi Moghaddam
Large Language Models (LLMs) are increasingly used as assistants across the software development lifecycle, yet their ability to reason about software architecture remains largely…
Hierarchical adaptive control for real-time dynamic inference at the edge
Francesco Daghero, Mahyar Tourchi Moghaddam, Mikkel Baun Kjærgaard
Industrial systems increasingly depend on Machine Learning (ML), and operate on heterogeneous nodes that must satisfy tight latency, energy, and memory constraints. Dynamic ML mode…