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Robustifying State-space Models for Long Sequences via Approximate Diagonalization
An example is the structured state-space sequence (S4) layer, which uses the diagonal-plus-low-rank structure of the HiPPO initialization framework.
Topological Regularization via Persistence-Sensitive Optimization
Optimization, a key tool in machine learning and statistics, relies on regularization to reduce overfitting.
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