Turnkey Deterministic Soliton Crystal Generation
Bibliographic record
Abstract
Abstract The deterministic generation of robust soliton combs is of great importance for the applications of optical frequency combs. As a novel form of microcomb, soliton crystals (SCs) have been shown to have advantages of easy generation, high conversion efficiency (CE), and thermal robustness. Here, the turnkey deterministic generation of a “palm‐like” SC is reported with a free‐running scheme. The robustness of turnkey SC generation is systematically examined in multiple aspects, including success rate, thermal robustness, and long‐term stability. The experimental results reveal that our turnkey SC generation achieves nearly 100 success rate and power variations within 1.5 dB over 100 trials of 2 samples. Additionally, this state shows minimal sensitivity to thermal drifts and remains robust under environmental changes during a 4‐hour laboratory test period.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".