Efficient Online Continual Foundation Model Fine-Tuning for Predictive Process Monitoring
This work proposes COMPASS (Continual Online foundation Model-based PPM with Adaptive SubSpaces), the first framework for online continual fine-tuning of FMs for PPM, which outperforms three SOTA non-FM competitors and two update strategy baselines.