Unlearning-based sliding window for continual learning under concept drift

Michal Wozniak, Marek Klonowski, Maciej Maczynski +1

Traditional machine learning assumes a stationary data distribution, yet many real-world applications operate on nonstationary streams in which the underlying concept evolves over…