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20242026
most citedLENS: Large Pre-trained Transformer for Exploring Financial Time Series Regularities

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cs.LG2026

Does Source-Free Time-Series Adaptation Really Require Updating the Encoder?

Shichang Meng, Linquan Wu, Xuan Ai +3

Source-free domain adaptation (SFDA) adapts a pretrained model to an unlabeled target domain without accessing source data, enabling the reuse of time-series predictors across sens…