Home Automation System Coordinator Replacement With One-Touch Network Recommissioning
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The home automation systems (HASs) and products market has seen significant growth over the past decade. The current HAS architecture is based on a centralized network coordinator to form, manage, and supervise the network system. Each smart home device is typically manually on-boarded onto the network through the coordinator. If the network coordinator fails or a user wishes to change the technology provider, the HAS needs to be recommissioned. Recommissioning can be a tedious task, as it involves manual on-boarding of possibly a multitude of existing smart home devices onto the new network coordinator. This tight coupling between the devices and network coordinator is seen as a significant road-block for further expansion of the HAS market. Here, we present a HAS proxy that incorporates mechanisms to eliminate tight coupling between smart home devices and a centralized network coordinator. Our HAS proxy approach enables one-touch on-boarding of existing smart home devices onto any new network coordinator with devices being oblivious of the process rendering network recommissioning unnecessary. We evaluated the concept in a simulator for HAS along with our HAS proxy.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it