Lyons, Terry

16 publications

ICLR 2025 Deep Signature: Characterization of Large-Scale Molecular Dynamics Tiexin Qin, Mengxu Zhu, Chunyang Li, Terry Lyons, Hong Yan, Haoliang Li

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

NeurIPSW 2023 Lineax: Unified Linear Solves and Linear Least-Squares in JAX and Equinox Jason Michael Rader, Terry Lyons, Patrick Kidger

ICML 2023 Sampling-Based Nyström Approximation and Kernel Quadrature Satoshi Hayakawa, Harald Oberhauser, 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

TMLR 2022 On the Choice of Interpolation Scheme for Neural CDEs James Morrill, Patrick Kidger, Lingyi Yang, Terry Lyons

NeurIPS 2022 Positively Weighted Kernel Quadrature via Subsampling Satoshi Hayakawa, Harald Oberhauser, Terry Lyons

AISTATS 2021 Distribution Regression for Sequential Data Maud Lemercier, Cristopher Salvi, Theodoros Damoulas, Edwin Bonilla, Terry Lyons

NeurIPS 2021 Efficient and Accurate Gradients for Neural SDEs Patrick Kidger, James Foster, Xuechen Li, Terry Lyons

NeurIPS 2021 Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes Cristopher Salvi, Maud Lemercier, Chong Liu, Blanka Horvath, Theodoros Damoulas, Terry Lyons

ICLR 2021 Signatory: Differentiable Computations of the Signature and Logsignature Transforms, on Both CPU and GPU Patrick Kidger, Terry Lyons

NeurIPS 2020 Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger, James Morrill, James Foster, Terry Lyons

COLT 2020 Universal Approximation with Deep Narrow Networks Patrick Kidger, Terry Lyons

NeurIPS 2019 Deep Signature Transforms Patrick Kidger, Patric Bonnier, Imanol Perez Arribas, Cristopher Salvi, Terry Lyons