Theoretical Deep Learning

1 paper across 1 session

Poster Session 4

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models

#3909 Spotlight · Benjamin Walker, Lingyi Yang, Nicola Muca Cirone, Cristopher Salvi, Terry Lyons

Structured Linear Controlled Differential Equations: A unifying framework for sequence models with structured, input-dependent state-transition matrices