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2020 – today
- 2022
[j1]James Morrill, Patrick Kidger, Lingyi Yang, Terry J. Lyons:
On the Choice of Interpolation Scheme for Neural CDEs. Trans. Mach. Learn. Res. 2022 (2022)- [i13]Patrick Kidger:
On Neural Differential Equations. CoRR abs/2202.02435 (2022) - 2021
- [c8]Patrick Kidger, Terry J. Lyons:
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU. ICLR 2021 - [c7]Patrick Kidger, Ricky T. Q. Chen, Terry J. Lyons:
"Hey, that's not an ODE": Faster ODE Adjoints via Seminorms. ICML 2021: 5443-5452 - [c6]Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons:
Neural SDEs as Infinite-Dimensional GANs. ICML 2021: 5453-5463 - [c5]James Morrill, Cristopher Salvi, Patrick Kidger, James Foster:
Neural Rough Differential Equations for Long Time Series. ICML 2021: 7829-7838 - [c4]Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons:
Efficient and Accurate Gradients for Neural SDEs. NeurIPS 2021: 18747-18761 - [i12]Patrick Kidger, James Foster, Xuechen Li, Harald Oberhauser, Terry J. Lyons:
Neural SDEs as Infinite-Dimensional GANs. CoRR abs/2102.03657 (2021) - [i11]Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons:
Efficient and Accurate Gradients for Neural SDEs. CoRR abs/2105.13493 (2021) - [i10]James Morrill, Patrick Kidger, Lingyi Yang, Terry J. Lyons:
Neural Controlled Differential Equations for Online Prediction Tasks. CoRR abs/2106.11028 (2021) - [i9]Patrick Kidger, Cristian Garcia:
Equinox: neural networks in JAX via callable PyTrees and filtered transformations. CoRR abs/2111.00254 (2021) - 2020
- [c3]Patrick Kidger, Terry J. Lyons:
Universal Approximation with Deep Narrow Networks. COLT 2020: 2306-2327 - [c2]Patrick Kidger, James Morrill, James Foster, Terry J. Lyons:
Neural Controlled Differential Equations for Irregular Time Series. NeurIPS 2020 - [i8]Patrick Kidger, Terry J. Lyons:
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU. CoRR abs/2001.00706 (2020) - [i7]Patrick Kidger, James Morrill, James Foster, Terry J. Lyons:
Neural Controlled Differential Equations for Irregular Time Series. CoRR abs/2005.08926 (2020) - [i6]Patrick Kidger, James Morrill, Terry J. Lyons:
Generalised Interpretable Shapelets for Irregular Time Series. CoRR abs/2005.13948 (2020) - [i5]James Morrill, Adeline Fermanian, Patrick Kidger, Terry J. Lyons:
A Generalised Signature Method for Time Series. CoRR abs/2006.00873 (2020) - [i4]James Morrill, Patrick Kidger, Cristopher Salvi, James Foster, Terry J. Lyons:
Neural CDEs for Long Time Series via the Log-ODE Method. CoRR abs/2009.08295 (2020) - [i3]Patrick Kidger, Ricky T. Q. Chen, Terry J. Lyons:
"Hey, that's not an ODE": Faster ODE Adjoints with 12 Lines of Code. CoRR abs/2009.09457 (2020)
2010 – 2019
- 2019
- [c1]Patrick Kidger, Patric Bonnier, Imanol Pérez Arribas, Cristopher Salvi, Terry J. Lyons:
Deep Signature Transforms. NeurIPS 2019: 3099-3109 - [i2]Patric Bonnier, Patrick Kidger, Imanol Pérez Arribas, Cristopher Salvi, Terry J. Lyons:
Deep Signatures. CoRR abs/1905.08494 (2019) - [i1]Patrick Kidger, Terry J. Lyons:
Universal Approximation with Deep Narrow Networks. CoRR abs/1905.08539 (2019)
Coauthor Index
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last updated on 2023-05-21 01:23 CEST by the dblp team
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