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
An objective of this article is to design a novel communication system that is capable of offering substantial improvement in channel capacity compared to band-limited (BL) communication systems, when constrained by the same spectral mask. To this end, this article has two contributions. The first contribution is theoretical. It derives the capacity of a time-limited (TL) system across a mask-constrained channel contaminated by interference and by additive white Gaussian noise, where doubling the channel capacity requires only a fixed multiple increase in average received signal-to-noise ratio (SNR). This is in contrast with BL systems, which require a geometric multiple increase in SNR. The second contribution is practical. It takes advantage of the theory established in the first objective to design a novel TL system. This article shows several designs of the novel system for a centralized multiple access (MA) wireless network, which outperform current MA networks by an order of magnitude, including one design that is shown to meet future 5G specifications without requiring mm-wave bands.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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