
Benjamin Walker
University of Oxford
Andrew Wiles Building
Radcliffe Observatory Quarter
Woodstock Road
Oxford
OX2 6GG
Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference
B Walker, AD McLeod, T Qin, Y Cheng, H Li, T Lyons - International Conference on Machine Learning, 2024
Theoretical Foundations of Deep Selective State-Space Models
NM Cirone, A Orvieto, B Walker, C Salvi, T Lyons - Conference on Neural Information Processing Systems, 2024
ScoEHR: Generating Synthetic Electronic Health Records using Continuous-time Diffusion Models
AA Naseer, B Walker, C Landon, A Ambrosy, M Fudim, N Wysham, B Toro - Machine Learning for Healthare, 2023
Dual Bayesian ResNet: A Deep Learning Approach to Heart Murmur Detection
B Walker, F Krones, I Kiskin, G Parsons, T Lyons - Computing in Cardiology, 2022
George B. Moody Physionet Challenge 2024 - 1st Place
Rough path theory, neural differential equations, and generative modelling.
Lectureship in Applied Mathematics, Balliol College
Continuous Optimisation Tutor and Teaching Assistant
Introduction to Matlab for the MSc in Mathematical Modelling and Scientific Computing