4 papers
StoxLSTM: A Stochastic Extended Long Short-Term Memory Network for Time Series Forecasting
Zihao Wang, Yunjie Li, Lingmin Zan +2
The Extended Long Short-Term Memory (xLSTM) network has demonstrated strong capability in modeling complex long-term dependencies in time series data. Despite its success, the dete…
Infinite Factorial Linear Dynamical Systems for Transient Signal Detection
Jiadi Bao, Yatong Wang, Yunjie Li +2
Accurately detecting the transient signal of interest from the background signal is one of the fundamental tasks in signal processing. The most recent approaches assume the existen…
Representation and De-interleaving of Mixtures of Hidden Markov Processes
Jiadi Bao, Mengtao Zhu, Yunjie Li +1
De-interleaving of the mixtures of Hidden Markov Processes (HMPs) generally depends on its representation model. Existing representation models consider Markov chain mixtures rathe…
Class Information Guided Reconstruction for Automatic Modulation Open-Set Recognition
Ziwei Zhang, Mengtao Zhu, Jiabin Liu +2
Automatic Modulation Recognition (AMR) is a crucial technology in the domains of radar and communications. Traditional AMR approaches assume a closed-set scenario, where unknown sa…