Follow
Patrick Kidger
Patrick Kidger
Mathematician @ Google X
Verified email at kidger.site - Homepage
Title
Cited by
Cited by
Year
Neural Controlled Differential Equations for Irregular Time Series
P Kidger, J Morrill, J Foster, T Lyons
Advances in Neural Information Processing Systems 33, 6696--6707, 2020
3452020
Universal approximation with deep narrow networks
P Kidger, T Lyons
Conference on Learning Theory, 2306-2327, 2020
3032020
On Neural Differential Equations
P Kidger
Doctoral Thesis, 2022
1262022
Neural Rough Differential Equations for Long Time Series
J Morrill, C Salvi, P Kidger, J Foster, T Lyons
International Conference on Machine Learning, 2021
93*2021
Neural SDEs as Infinite-Dimensional GANs
P Kidger, J Foster, X Li, H Oberhauser, T Lyons
International Conference on Machine Learning, 2021
912021
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU
P Kidger, T Lyons
International Conference on Learning Representations, 2021
792021
Deep signature transforms
P Kidger, P Bonnier, I Perez Arribas, C Salvi, T Lyons
Advances in Neural Information Processing Systems 32, 3105-3115, 2019
722019
“Hey, that’s not an ODE”: Faster ODE Adjoints via Seminorms
P Kidger, RTQ Chen, T Lyons
International Conference on Machine Learning, 2021
41*2021
A Generalised Signature Method for Multivariate Time Series Feature Extraction
J Morrill, A Fermanian, P Kidger, T Lyons
arXiv preprint arXiv:2006.00873, 2020
40*2020
On the choice of interpolation scheme for neural CDEs
J Morrill, P Kidger, L Yang, T Lyons
Transactions on Machine Learning Research 2022 (9), 2022
36*2022
Efficient and Accurate Gradients for Neural SDEs
P Kidger, J Foster, X Li, T Lyons
Advances in Neural Information Processing Systems 34, 2021
282021
Equinox: neural networks in JAX via callable PyTrees and filtered transformations
P Kidger, C Garcia
Differentiable Programming workshop, Neural Information Processing Systems 2021, 2021
252021
Generalised Interpretable Shapelets for Irregular Time Series
P Kidger, J Morrill, T Lyons
arXiv preprint arXiv:2005.13948, 2020
92020
The system can't perform the operation now. Try again later.
Articles 1–13