Poster Abstract: The Challenge of a Common Core Backbone Network on Future Aircrafts
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
Aircraft are becoming more and more electronically driven and three mains evolutions are foreseen to occur. Onboard connectivity is to rise for both passenger and monitoring use. Increase of the overall on-board bandwidth consumption and finally, faster configuration modifications, such as shorter cabin evolution cycle. Today aircraft networks are plural and heterogeneous. This complexity and plurality might prevent them to scale to their envisioned future uses. Incentives to investigate for a way to mutualize networking resources therefore arise. A backbone network aboard aircrafts could answer these new trends while reducing overall complexity, cable numbers and technological heterogeneity. We propose an overview of the requirements types for such a network to better understand its challenge.
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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 | 0.001 |
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