Wireless future: green and cooperative networking?
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
The cooperative principle is expected to be effective in having wireless users more satisfyingly achiev their communication goals. Different layers are anticipated to benefit from its strength, from the low physical and network lev els, up to the service level, where novel, exciting applications such as IP-TV are rousing. This trend is paralleled by an increased consciousness that wireless devices(from end-user handsets to wireless routers) have to be designed paying a specific attention to environmental efficiency: again, this translates into smart power management solutiions at RF level, but also in skillful algorithm design, carefully tailored communication protocols, lightweight and distributed databases. The incited experts will provide the audience with sharp, brief presentations reflecting their ideas on such topics, and will interact answering the questions raised by the floor. A specific attention will be devoted to the industy and European Commission viewpoints on the subjects the panel is centered upon.
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