Walker, Benjamin

5 publications

NeurIPS 2025 Permutation Equivariant Neural Controlled Differential Equations for Dynamic Graph Representation Learning Torben Berndt, Benjamin Walker, Tiexin Qin, Jan Stühmer, Andrey Kormilitzin

NeurIPS 2025 Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models Benjamin Walker, Lingyi Yang, Nicola Muca Cirone, Cristopher Salvi, Terry Lyons

ICML 2024 Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference Benjamin Walker, Andrew Donald Mcleod, Tiexin Qin, Yichuan Cheng, Haoliang Li, Terry Lyons

NeurIPS 2024 Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone, Antonio Orvieto, Benjamin Walker, Cristopher Salvi, Terry Lyons

MLHC 2023 ScoEHR: Generating Synthetic Electronic Health Records Using Continuous-Time Diffusion Models Ahmed Ammar Naseer, Benjamin Walker, Christopher Landon, Andrew Ambrosy, Marat Fudim, Nicholas Wysham, Botros Toro, Sumanth Swaminathan, Terry Lyons