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cs.LG2026
UniMamba: A Unified Spatial-Temporal Modeling Framework with State-Space and Attention Integration
Xingsheng Chen, Xianpei Mu, Deyu Yi +6
Multivariate time series forecasting is fundamental to numerous domains such as energy, finance, and environmental monitoring, where complex temporal dependencies and cross-variabl…
cs.LG2026
MODE: Efficient Time Series Prediction with Mamba Enhanced by Low-Rank Neural ODEs
Xingsheng Chen, Regina Zhang, Bo Gao +5
Time series prediction plays a pivotal role across diverse domains such as finance, healthcare, energy systems, and environmental modeling. However, existing approaches often strug…