eLife

Ramping-up hippocampal ripples and their neocortical coupling support human visual short-term memory

See more details Emerging evidence suggests that hippocampus contributes to visual short-term memory (VSTM). However, the role of hippocampal ripple activity—brief high-frequency oscillations ...
IEEE

Multivariate Time Series Forecasting Using Multiscale Recurrent Networks With Scale Attention and Cross-Scale Guidance

Abstract: Multivariate time series (MTS) forecasting is considered as a challenging task due to complex and nonlinear interdependencies between time steps and series. With the advance of deep learning ...
IEEE

GinAR+: A Robust End-to-End Framework for Multivariate Time Series Forecasting With Missing Values

Abstract: Spatial-Temporal Graph Neural Networks (STGNNs) have been widely utilized in multivariate time series forecasting (MTSF), but they rely on the assumption of data completeness. In practice, ...