2 papers
cs.NI2024
Resource-aware Deployment of Dynamic DNNs over Multi-tiered Interconnected Systems
Chetna Singhal, Yashuo Wu, Francesco Malandrino +2
The increasing pervasiveness of intelligent mobile applications requires to exploit the full range of resources offered by the mobile-edge-cloud network for the execution of infere…
cs.LG2024
Dependable Distributed Training of Compressed Machine Learning Models
Francesco Malandrino, Giuseppe Di Giacomo, Marco Levorato +1
The existing work on the distributed training of machine learning (ML) models has consistently overlooked the distribution of the achieved learning quality, focusing instead on its…