Lifelong Machine Learning from Data Streams (CEUS Lead Agency)

An international foundational and applied science endeavor (jointly with Polish research partners) addressing one of the most critical challenges in modern AI: continual learning in non-stationary environments. The project designed novel online learning algorithms, concept drift detectors, and memory architectures that prevent catastrophic forgetting and allow AI models to continuously adapt to evolving, high-velocity data streams in real time.