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Evidence record 12216 · automatically gathered

AdaHome: An Adaptive Smart Home Assistant using Local Small Language Models

Smart home assistants interpret a wide range of user commands, from explicit device control to underspecified and preference dependent requests. While recent systems based on Large Language Models (LLMs) improve this capability, they often rely on heavyweight reasoning pipelines and cloud-based deployment, limiting their efficiency and suitability for resource-constrained environments, and raising privacy concerns. In addition, existing approaches provide limited support for stable long-term per

Record details

Published: 20 July 2026
Source: arXiv cs.AI
Category: Research
Topics: Privacy · Environment
Retrieved: 21 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

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How to cite this record

ethics.ai (20 July 2026), “AdaHome: An Adaptive Smart Home Assistant using Local Small Language Models,” evidence record 12216, https://ethics.ai/record/12216 (originally published by arXiv cs.AI).

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