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
This paper presents a simple, but effective traffic shaping mechanism which can greatly reduce the burstiness of a traffic source. Burstiness is defined here as the variance of the inter-cell-spaces or the interarrival times of a source. The shaping is performed based on the source characteristics, which are assumed to be known a priori. It is shown that various traffic sources can be shaped into a nearly deterministic on-off source. The shaped sources are then passed through a multiplexer, and its buffer occupancy is compared to the case of unshaped sources. 1 Introduction In an ATM setting, due to the fact that the transmission speed of the backbone network is orders of magnitude larger than that of the individual sources, multiplexing at the network access point to enhance network utilization is indispensable. In other words, the network provider wishes to achieve as high a multiplexing gain as possible in order to maintain a high level of link utilization. However, this implies th...
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 | 0.001 |
| 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) | 0.003 | 0.001 |
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