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cs.LG2022
Uncovering the Origins of Instability in Dynamical Systems: How Attention Mechanism Can Help?
Nooshin Bahador, Milad Lankarany
The behavior of the network and its stability are governed by both dynamics of individual nodes as well as their topological interconnections. Attention mechanism as an integral pa…
cs.LG2022
Deep Direct Discriminative Decoders for High-dimensional Time-series Data Analysis
Mohammad R. Rezaei, Milos R. Popovic, Milad Lankarany +1
The state-space models (SSMs) are widely utilized in the analysis of time-series data. SSMs rely on an explicit definition of the state and observation processes. Characterizing th…