AINeutralarXiv – CS AI · 18h ago6/10
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LargeMonitor: Monitoring Online Task-Free Continual Learning via Large Pretrained Models
LargeMonitor is a new framework that uses large pretrained foundation models to detect and diagnose distribution shifts in online task-free continual learning systems without requiring explicit task labels or training-coupled optimization. The approach decouples drift detection from adaptation strategy selection, enabling more precise responses to different types of data stream variations.