Search Results for author: Nicola Muca Cirone

Found 2 papers, 1 papers with code

Theoretical Foundations of Deep Selective State-Space Models

no code implementations29 Feb 2024 Nicola Muca Cirone, Antonio Orvieto, Benjamin Walker, Cristopher Salvi, Terry Lyons

Structured state-space models (SSMs) such as S4, stemming from the seminal work of Gu et al., are gaining popularity as effective approaches for modeling sequential data.

Neural signature kernels as infinite-width-depth-limits of controlled ResNets

1 code implementation30 Mar 2023 Nicola Muca Cirone, Maud Lemercier, Cristopher Salvi

Motivated by the paradigm of reservoir computing, we consider randomly initialized controlled ResNets defined as Euler-discretizations of neural controlled differential equations (Neural CDEs), a unified architecture which enconpasses both RNNs and ResNets.

Gaussian Processes

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