The MIPI C-PHY Standard: A Generalized Multiconductor Signaling Scheme
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
This article introduced the C-PHY signaling standard, a new multi conductor solution enabling data transfer bandwidth efficiencies over constrained transmission channels through multilevel signaling supporting approximately 2.3 b of information per Ul. The concept of three-phase encoding, along with circuit-level techniques and considerations for implementing this innovative scheme, was introduced, as were the higher-level mapping requirements and some of the protocol-level implications, including ease of clock recovery and efficient sideband signaling using unmapped words. With this implementation, C-PHY represents an incarnation of a new class of digital buses that break the mold of conventional signaling combining the benefits of single ended and differential signaling to keep the pin count low without sacrificing immunity to electromagnetic noise.
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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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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