Models and tools for simulation of video transmission on wireless networks
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
Robust transmission of video is a dominant requirement of future applications over wireless networks. MPEG-4 is an object based video encoding technique which is suitable for wireless applications due to its high compression performance, scalable video coding techniques, error-resilient capability and object-based coding functionalities. In this paper, we first model traces of MPEG-4 traffic. Based on these models, we develop tools for MPEG-4 traffic generation. These tools have an adaptive rate control-function that is capable of simulating MPEG-4's scalable video coding. These tools can be used as source traffic generator in network simulators. This enables the study of MPEG-4 transmission performance over wireless networks by using simulation. We model and generate the traffic based on the transform expand sample (TES) methodology. In our experiment, we generate MPEG-4 traffic and show the performance in terms of good matching of the characteristics of the modeled traffic.
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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