Simultaneous DL Transmission in mmWave Ultra Dense Networks: Inter-BSS Interference Prospective
Bibliographic record
Abstract
In this paper, a novel multi-hop virtual grouping (MHVG) medium access control (MAC) protocol is proposed for ultra dense networks (UDN). The proposed MHVG MAC protocol enables multi-user (MU) downlink (DL) transmission for millimeter wave (mmWave) communications with the goal of enhancing system throughput and mitigating the interference. The proposed MAC permits the scheduling of simultaneous links and the mitigation of the inter- basic service sets (BSS) interference based only on analog beamforming (BF) information, without the necessity for feedback overhead, such as channel state information (CSI). The results of the evaluative simulations conducted demonstrate the superior performance offered by the proposed scheme with respect to average throughput per time slot, signal-to-interference-plus-noise ratio (SINR), and spatial multiplexing gain.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".