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Time-Varying Deep State Space Models for Sequences with Switching Dynamics

arXiv cs.LG · 2026-05-18 Cached

The paper proposes a class of time-varying deep state-space models where dynamics are learned via a basis function expansion, enabling adaptive modeling of switching systems. The approach outperforms time-invariant counterparts on synthetic switching data and a speech denoising task.

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