Why this work is in the frame
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Bibliographic record
Abstract
Abstract For cellular downlink transmissions, we propose an approach leveraging cooperative device‐to‐device (D2D) communications and network coding (NC), which can substantially reduce the cellular resource consumption and the total energy consumption. In the proposed approach, the base station generates and broadcasts linear combinations based on the packets requested by different user equipments (UEs) until at least one UE can recover all the original packets, called mature UE. Then, a selected mature UE broadcasts new linear combinations based on the recovered original packets to neighbors via D2D until all UEs can decode their packets. A semi‐centralized cooperative control method is proposed for cellular uplink transmissions, where UE relays are randomly selected according to a certain density decided by the base station. Two specific cooperative approaches, i.e. the random UE relay approach and the NC approach, are proposed for D2D communications.
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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 | 0.002 | 0.001 |
| 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