Bibliographic record
Abstract
With the advent of different types of wireless technologies a 'vertical multi-tier' architecture is envisioned to provide the wireless user with seamless 'roaming' across different types of networks. Wireless devices will be used not only for transferring data but also for voice and multimedia applications for which QoS (quality of service) support is essential. Different wireless technologies, like Bluetooth, IEEE 802.11 standards and 1x cellular standards, can be integrated at the network layer with the help of the IETF Mobile IP standard. Although there are existing QoS mechanisms, like DiffServ and IntServ, they are not directly applicable to wireless networks. Because of the inherent issues with TCP in wireless environments, it is proposed that RTP (real time protocol) over UDP (user datagram protocol) be used for designing the QoS framework for wireless computing. Open source applications that use RTP over UDP are being used for measuring the network characteristics for multimedia flows. The paper describes the approach being taken in order to provide a QoS solution for wireless networks.
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.
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".