Unrefereed computational methods paper on machine learning optimization; no clinical trial data, human subjects, or peer-reviewed publication status reported.
Study details
InterventionTotal Variation (TV) regularization applied…
Loading
Researcher
3 developments in the corpus
Following this puts new work involving it at the top of your briefing, with a note saying why it is there. Links are taken from the source record, never inferred.
Latest
Everything in the corpus, newest first.
Unrefereed computational methods paper on machine learning optimization; no clinical trial data, human subjects, or peer-reviewed publication status reported.
AUG 18, 2026 · JOURNAL ARTICLE
Materials Today Bio
Sound preclinical study with in vitro biofilm efficacy and in vivo proof-of-concept in a rat caries model, but limited to animal data and lacks human clinical validation.
AUG 14, 2026 · PREPRINT
arXiv
This is a preprint technical contribution on federated learning optimization under channel noise, with theoretical convergence analysis and computational experiments, but it has not undergone peer review.