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cs.LG2026
StateFlow: Dual-State Recurrent Modeling for Long-Horizon Time Series Forecasting
Haroon Gharwi, Yue Dai, Kai Shu
Long-horizon multivariate time series forecasting (LTSF) remains challenging due to non-stationarity, regime shifts, and error accumulation. The Variability-Aware Recursive Neural…
cs.LG2025
Variability Aware Recursive Neural Network (VARNN): A Residual-Memory Model for Capturing Temporal Deviation in Sequence Regression Modeling
Haroon Gharwi, Kai Shu
Real-world time series data exhibit non-stationary behavior, regime shifts, and temporally varying noise (heteroscedastic) that degrade the robustness of standard regression models…