2 papers
cs.LG2026
Predictability-Aware Compression and Decompression Framework for Multichannel Time Series Data with Latent Seasonality
Ziqi Liu, Pei Zeng, Yi Ding
Real-world multichannel time series prediction faces growing demands for efficiency across edge and cloud environments, making channel compression a timely and essential problem. M…
cs.LG2025
FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts
Ziqi Liu
Long-term time series forecasting is essential in areas like finance and weather prediction. Besides traditional methods that operate in the time domain, many recent models transfo…