Admux Communication Protrocol for Real-Time Multimodal Intreaction
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 our previous work [1], we proposed an adaptive application layer communication framework, named Admux, for multimedia applications incorporating hap tic, video, auditory, and graphics information for non-dedicated networks such as the Internet. In this paper, the contribution is two-fold: first, we present a thorough description of Admux communication protocol and content access/communication management. Second, the evaluation of Admux, using an interactive multimodal 3D Office Slingshot game, is described. The 3D Office Slingshot game involves the communication of synchronous hap tic-audio-video media â" with both tactile and kinesthetic hap tic feedback. The performance evaluation shows that Admux is capable of delivering synchronous hap tic-video data while adapting to network conditions by allocating proportional resources to various media channels. The usability testing with 20 subjects has shown that players have expressed positive feedback about the game.
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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 | 0.001 | 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) | 0.001 | 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