SS-OFDM-F/TA system packet size and structure for high mobility cellular environments
Why this work is in the frame
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Bibliographic record
Abstract
The SS-OFDM-F/TA system takes advantage of multi-user diversity and adaptively allocates radio resources in two dimensions. Effective allocation of radio resources to vehicular user requires relatively small transmission sizes in comparison to those suitable for low-mobility environments. In this paper, appropriate packet sizes and structures for the SS-OFDM-F/TA system are determined in highly frequency-selective channels, for high mobility (e.g. vehicular) users. Three sets of transmission formats corresponding to various packet sizes, the allocation of sets of disjoint sub-bands and division packets into sub-packets are considered. The average data throughput per sector and packet delay performance for each system configuration are determined in vehicular environments with slow and fast sector selection.
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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 | 0.000 | 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