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

NeurIPSSpotlight2025

Authors
Benjamin Walker, Lingyi Yang, Nicola Muca Cirone, Cristopher Salvi, Terry Lyons
Venue
NeurIPS 2025
Track
Spotlight

TL;DR

This work introduces Structured Linear Controlled Differential Equations (SLiCEs), a unifying framework for sequence models with structured, input-dependent state-transition matrices that retain the m…

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