Abstracting Single Event Transient characteristics variations due to input patterns and fan-out
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
Due to shrinking feature sizes and significant reduction in noise margins, as CMOS technologies evolve toward ultra-deep sub-micron, digital circuits have become more susceptible to soft errors. Therefore, researchers have recently reported several approaches to model Single Event Transient (SET) propagation at gate or higher abstraction levels. However, contemporary techniques model only the possibility that SET pulse may be masked electrically, logically, or by time windowing. In this paper, the propagation induced pulse broadening (PIPB) phenomenon is further investigated and a new model which abstracts this phenomenon is proposed. This paper also investigates and abstracts the impact of input patterns and propagation paths on SET pulse width. Through electrical simulations, we validated our analysis.
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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