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cs.LG2025
What is the role of memorization in Continual Learning?
Jędrzej Kozal, Jan Wasilewski, Alif Ashrafee +2
Memorization impacts the performance of deep learning algorithms. Prior works have studied memorization primarily in the context of generalization and privacy. This work studies th…
cs.LG2022
Increasing Depth of Neural Networks for Life-long Learning
Jędrzej Kozal, Michał Woźniak
Purpose: We propose a novel method for continual learning based on the increasing depth of neural networks. This work explores whether extending neural network depth may be benefic…
cs.LG2021
Employing chunk size adaptation to overcome concept drift
Jędrzej Kozal, Filip Guzy, Michał Woźniak
Modern analytical systems must be ready to process streaming data and correctly respond to data distribution changes. The phenomenon of changes in data distributions is called conc…