15.196 14.7.22 Active learning
Estado:
ExperimentalWithAuditControls
15.196.1 Señales de consulta
- calibrated uncertainty
- open-set score
- contrast-set ambiguity
- temporal boundary uncertainty
- annotator disagreement
- embedding diversity
- underrepresented coverage cell
- physics constraint violation
- rare class candidate
- new site/device/domain
15.196.2 Controles
- Preserve a random audit stream independent of model queries.
- Never query or relabel quarantined test data.
- Record acquisition model and score for each selected unit.
- Do not let the current model erase unknowns or tail classes through preselection.
- Boundary-only protocols are experimental and require full-context review before reference release [P47-R24].
- Compare assisted and unassisted annotator subsets to detect automation bias.
La selección centrada en fronteras es una línea experimental reciente para temporal action segmentation [P47-R24]. En escalada, una consulta de frontera debe mostrar contexto suficiente para distinguir touch, load onset, release, vuelo y recepción.