2 papers
cs.LG2026
Neuronal Stochastic Attention Circuit (NSAC) for Probabilistic Representation Learning
Waleed Razzaq, Yun-Bo Zhao
Reliable uncertainty quantification in continuous-time (CT) representation learning remains nascent, particularly within CT attention literature. We introduce the Neuronal Stochast…
cs.LG2025
IBN: An Interpretable Bidirectional-Modeling Network for Multivariate Time Series Forecasting with Variable Missing
Shusen Ma, Tianhao Zhang, Qijiu Xia +1
Multivariate time series forecasting (MTSF) often faces challenges from missing variables, which hinder conventional spatial-temporal graph neural networks in modeling inter-variab…