6 citations · 6 across the 2 of their papers we have counts for
2 papers
cs.LG2022★ 6 cited
Continual Learning with Guarantees via Weight Interval Constraints
Maciej Wołczyk, Karol J. Piczak, Bartosz Wójcik +5
We introduce a new training paradigm that enforces interval constraints on neural network parameter space to control forgetting. Contemporary Continual Learning (CL) methods focus…
cs.LG2021
Target Layer Regularization for Continual Learning Using Cramer-Wold Generator
Marcin Mazur, Łukasz Pustelnik, Szymon Knop +2
We propose an effective regularization strategy (CW-TaLaR) for solving continual learning problems. It uses a penalizing term expressed by the Cramer-Wold distance between two prob…