Towards a theory of learning dynamics in deep state space models

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Tuning frequency bias of state space models

A Yu, D Lyu, SH Lim, MW Mahoney… - arxiv preprint arxiv …, 2024 - arxiv.org
State space models (SSMs) leverage linear, time-invariant (LTI) systems to effectively learn
sequences with long-range dependencies. By analyzing the transfer functions of LTI …
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Advancing Sequence Modeling With Deep State Space Methods

JTH Smith - 2024 - search.proquest.com
This thesis advances sequence modeling through novel contributions bridging state space
models and deep learning. Sequence modeling techniques identify patterns and …
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