2025
Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification
AAAI 2025technical
Due to the superior ability of global dependency, transformer and its variants have become the primary choice in Masked Time-series Modeling (MTM) towards time-series classification task. In this paper, we experimentally analyze that existing transformer-based MTM methods encounter with two under-ex…