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cs.LG2026
MoDEx: Mixture of Depth-specific Experts for Multivariate Long-term Time Series Forecasting
Hyekyung Yoon, Minhyuk Lee, Imseung Park +1
Multivariate long-term time series forecasting (LTSF) supports critical applications such as traffic-flow management, solar-power scheduling, and electricity-transformer monitoring…
cs.LG2025
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting
Minhyuk Lee, HyeKyung Yoon, MyungJoo Kang
Multivariate long-term time series forecasting is critical for applications such as weather prediction, and traffic analysis. In addition, the implementation of Transformer variant…