Department of Physics, National Taiwan University, Taipei 10617, Taiwan; Department of Computer Science, Northwestern University, Evanston, IL 60208, USA; Department of Statistics and Data Science, Northwestern University, Evanston, IL 60208, USA
Yu-Hsuan Wu, Jerry Hu, Weijian Li, Bo-Yu Chen, Han Liu
Time Series Prediction; Multivariate Time Series; Modern Hopfield Networks; Sparse Hopfield Model; Hopfield Layer; Attention Mechanism
STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction