Statistical QoS guarantee for wireless multi-homing video transmission
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
In a heterogeneous wireless access medium, multi-homing video transmission can improve the achieved video quality. However, due to the mobile terminal (MT) battery energy limitation, an energy management strategy is required in order to ensure a sustainable video transmission over different radio interfaces for the entire call duration. Towards this end, we aim to provide a statistical guarantee for the video quality that can be achieved in a multi-homing scenario given the MT available energy at the beginning of the call, the available bandwidth and time varying channel conditions at different radio interfaces, the call duration, and the video packet characteristics in terms of distortion impact, delay deadlines, and packet encoding statistics. Hence, the MT can support at least a target video quality lower bound for the entire call duration with a preset success prob-ability. Numerical results are presented to investigate different performance trade-offs.
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