Foundation vs. Specialized Models: Evaluating Catastrophic Forgetting in Continual Time Series Forecasting
arXiv:2510.00809v3 Announce Type: replace Abstract: While Time Series Foundation Models (TSFMs) excel in zero-shot tasks, their behavior under continual fine tuning is poorly understood. We present th