A paradigm for controllable QoS-based medium access control in local and<i>ad hoc</i>wireless networks
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Bibliographic record
Abstract
The carrier sense multiple access/ID countdown (CSMA/IC) is an emerging MAC protocol designed for multi-hop ad hoc wireless networks that differs from CSMA/CA. In this paper, we propose two techniques supporting differentiated service for different priority packets for CSMA/IC, differentiated fair ID countdown (DFIC) and controllable fair ID countdown (CFIC). DFIC supports absolute service differentiation among classes through the use of an explicit priority segment, while CFIC achieves prioritized access through assigning different waiting times for nodes to access the medium. Both of DFIC and CFIC can achieve fairness among nodes of same priority group. CFIC also achieves controllable relative throughout differentiation among different priority levels and can guarantee starvation-free access for all nodes.
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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 | 0.001 | 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 | 0.001 |
| 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