Control your smart home with an autonomously mobile smartphone
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
Since smart homes will be more and more popular in the future, the needs of finding a friendly and intelligent interface between users and home environments are growing. However, conventional interfaces have reached their limits. Therefore, this paper describes a new concept of interface in a home environment. This work is characterized by building a smart robot: a smart phone is used as the brain, and a robot car is used as the body. With this system, a person will be allowed to carry the robot's brain when she is out of their home. Thus, the brain can not only be a normal smart phone, but will also monitor different parameters such as the temperature at home. On the other hand, when the person is at home, she will be allowed to put their phones on the robot car. By invoking the system, she will have an assist-robot. This assist-robot will act as a new interface in the smart home by following the person and recognizing the person's voice commands for taking notes, reading notes and controlling smart home devices.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| 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) | 0.001 | 0.003 |
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