Research progress and application prospect of Airy beams
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
Over the last half-dozen years, Airy beams have attracted a great deal of interests due to their non-diffraction, self-bending and self- healing properites. These beams arise from the solution of the paraxial wave equation, with their optical field distribution expressed by the Airy function. In recent years, research on Airy beams has spanned from theory to experiment, from linear to nonlinear regimes, and from fundamental understanding to application potentials. Thus far, Airy beams have been proposed and highly touted for applications in a variety of areas including optical micro-particles manipulation, generation of optical bullets, generation of curved plasma channels, routing of surface plasmon polaritons, creating curved electron beams without any external field, and formation of Airy beam lasers, to name just a few. These promising applications have further advanced the research associated to self-accerlating beams into one of the hot and dynamically changing areas at the frontier of optics and interdisciplinary sciences. This paper briefly reviews the recent development of Airy beams from three aspects: theory, experiment and application, along with the discussion about future directions of Airy-beam related research.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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