2 papers
cs.LG2026
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…
cs.LG2025
How to Protect Models against Adversarial Unlearning?
Patryk Jasiorski, Marek Klonowski, MichaŠWoźniak
AI models need to be unlearned to fulfill the requirements of legal acts such as the AI Act or GDPR, and also because of the need to remove toxic content, debiasing, the impact of…