Beyond Accuracy: Are Time Series Foundation Models Well-Calibrated? 事件

Beyond Accuracy: Are Time Series Foundation Models Well-Calibrated? arXiv:2510.16060v2 Announce Type: replace-cross Abstract: The recent development of foundation models for time series data has generated considerable interest in using such models across a variety of applications. Although foundation models achieve state-of-the-art predictive performance, their calibration properties remain relatively underexplored, despite the fact that calibration can be critical for many practical applicatio