2 papers
cs.LG2026
Large margin classifier with graph-based adaptive regularization
VÃtor M. Hanriot, TurÃbio T. Salis, Luiz C. B. Torres +2
This paper introduces the use of per-class regularization hyperparameters in Gabriel graph-based binary classifiers. We demonstrate how the quality index used for regularization be…
cs.LG2026
Locally Linear Continual Learning for Time Series based on VC-Theoretical Generalization Bounds
Yan V. G. Ferreira, Igor B. Lima, Pedro H. G. Mapa S. +2
Most machine learning methods assume fixed probability distributions, limiting their applicability in nonstationary real-world scenarios. While continual learning methods address t…