A framework for self-configuring devices using TR-069
Why this work is in the frame
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Bibliographic record
Abstract
Communication network technologies have been evolving extensively in the late decades. The innovations brought in the domain increase the network capabilities and open new horizons to creating novel services. In today's heterogeneous environment, service management has become an everyday challenge to service providers. Important efforts have been deployed to innovate in the exploitation of devices in restricted area networks such as the Home Area Network (HAN). In this paper, we propose a framework for self-configuration of devices within the HAN. We propose a self-configuration architecture based on the IBM MAPE-K autonomic control loop. We make use of the Broadband forum CPE WAN Management Protocol (CWMP), also known as TR-069, in the implementation of our architecture to support the applicability. A video sharing and streaming scenario is implemented and used to evaluate our framework.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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