Wake-Sleep Consolidated Learning

A Sorrenti, G Bellitto, FP Salanitri… - … on Neural Networks …, 2024 - ieeexplore.ieee.org
We propose wake-sleep consolidated learning (WSCL), a learning strategy leveraging
complementary learning system (CLS) theory and the wake-sleep phases of the human …

Cs2cl: Constrained Sparse Connection for Continual Learning

F Drira, F Lebourgeois, B Kerautret - papers.ssrn.com
Generally in Continual learning process, the parameters are randomly initialized to excel at
the current task without considering the usefulness of the learned representations for future …