AI RESEARCH

Chameleons do not Forget: Prompt-Based Online Continual Learning for Next Activity Prediction

arXiv CS.LG

ArXi:2604.00653v1 Announce Type: new Predictive process monitoring (PPM) focuses on predicting future process trajectories, including next activity predictions. This is crucial in dynamic environments where processes change or face uncertainty. However, current frameworks often assume a static environment, overlooking dynamic characteristics and concept drifts. This results in catastrophic forgetting, where