[HTML][HTML] Federated and edge learning for large language models

F Piccialli, D Chiaro, P Qi, V Bellandi, E Damiani - Information Fusion, 2025 - Elsevier
As the demand for sophisticated language models (LMs) continues to grow, the necessity to
deploy them efficiently across federated and edge environments becomes increasingly …

Thoughtful Things: Building Human-Centric Smart Devices with Small Language Models

E King, H Yu, S Vartak, J Jacob, S Lee… - arxiv preprint arxiv …, 2024 - arxiv.org
Everyday devices like light bulbs and kitchen appliances are now embedded with so many
features and automated behaviors that they have become complicated to actually use. While …

Optimizing Large Language Models Assisted Smart Home Assistant Systems at the Edge: An Empirical Study

KS Velaga, Y Guo - AAAI 2025 Workshop on Artificial Intelligence …, 2025 - openreview.net
The last decade has witnessed the widespread adoption of AI-assisted smart home
applications on the network edge, supported by improvements in edge device hardware …