2 papers
cs.AI2026
Designing Sustainable Federated Learning as a Service using Neural Architecture Search
Keya Patel, Sajib Mistry, Sheik Fattah +4
The sustainability constraints of FLaaS consumers pose significant challenges to maintaining carbon-feasible federated training in FLaaS environments. These constraints often lead…
cs.LG2026
OrchNAS: Orchestrated Neural Architecture Search Service for Personalised Federated Edge Intelligence
Keya Patel, Sajib Mistry, Sheik Mohammad Mostakim Fattah +1
We propose OrchNAS, an energy-aware, personalised, federated edge intelligence framework that leverages a Neural Architecture Search Service to automatically design service-adaptiv…