Terry J. Lyons

95 papers A* 13A 4B 1Misc 4Journal 66Unranked 7

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Learning Dynamic Graph Embeddings With Neural Controlled Differential Equations. IEEE Trans. Pattern Anal. Mach. Intell. Tiexin Qin, Benjamin Walker, Terry J. Lyons, Hong Yan, Haoliang Li
2026	J	`jnl`	The Exponentially Weighted Signature. CoRR Alexandre Bloch, Samuel N. Cohen, Terry J. Lyons, Joël Mouterde, Benjamin Walker
2025	J	`jnl`	Novelty detection on path space. CoRR Ioannis Gasteratos, Antoine Jacquier, Maud Lemercier, Terry J. Lyons, Cristopher Salvi
2025	J	`jnl`	Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models. CoRR Benjamin Walker, Lingyi Yang, Nicola Muca Cirone, Cristopher Salvi, Terry J. Lyons
2025	J	`jnl`	Transforming CCTV cameras into N CoRR Mohamed R. Ibrahim, Terry J. Lyons
2024	J	`jnl`	A High Order Solver for Signature Kernels. CoRR Maud Lemercier, Terry J. Lyons
2024	J	`jnl`	Combining Hough Transform and Deep Learning Approaches to Reconstruct ECG Signals From Printouts. CoRR Felix Krones, Ben Walker, Terry J. Lyons, Adam Mahdi
2024	J	`jnl`	Higher Order Lipschitz Greedy Recombination Interpolation Method (HOLGRIM). CoRR Terry J. Lyons, Andrew D. McLeod
2024	J	`jnl`	Higher Order Lipschitz Sandwich Theorems. CoRR Terry J. Lyons, Andrew D. McLeod
2024	A*	`conf`	Log Neural Controlled Differential Equations: The Lie Brackets Make A Difference. ICML Benjamin Walker, Andrew D. McLeod, Tiexin Qin, Yichuan Cheng, Haoliang Li, Terry J. Lyons
2024	J	`jnl`	Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference. CoRR Benjamin Walker, Andrew D. McLeod, Tiexin Qin, Yichuan Cheng, Haoliang Li, Terry J. Lyons
2024	J	`jnl`	Multimodal deep learning approach to predicting neurological recovery from coma after cardiac arrest. CoRR Felix H. Krones, Ben Walker, Guy Parsons, Terry J. Lyons, Adam Mahdi
2024	J	`jnl`	Novelty Detection on Radio Astronomy Data using Signatures. CoRR Paola Arrubarrena, Maud Lemercier, Bojan Nikolic, Terry J. Lyons, Thomas Cass
2024	J	`jnl`	Optimistix: modular optimisation in JAX and Equinox. CoRR Jason Rader, Terry J. Lyons, Patrick Kidger
2024	—	`conf`	Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling. EACL (Demonstrations) Talia Tseriotou, Ryan Sze-Yin Chan, Adam Tsakalidis, Iman Munire Bilal, Elena Kochkina, Terry J. Lyons, Maria Liakata
2024	A*	`conf`	Theoretical Foundations of Deep Selective State-Space Models. NeurIPS Nicola Muca Cirone, Antonio Orvieto, Benjamin Walker, Cristopher Salvi, Terry J. Lyons
2024	J	`jnl`	Theoretical Foundations of Deep Selective State-Space Models. CoRR Nicola Muca Cirone, Antonio Orvieto, Benjamin Walker, Cristopher Salvi, Terry J. Lyons
2023	J	`jnl`	Dual Bayesian ResNet: A Deep Learning Approach to Heart Murmur Detection. CoRR Benjamin Walker, Felix Krones, Ivan Kiskin, Guy Parsons, Terry J. Lyons, Adam Mahdi
2023	J	`jnl`	FaceTouch: Detecting hand-to-face touch with supervised contrastive learning to assist in tracing infectious disease. CoRR Mohamed R. Ibrahim, Terry J. Lyons
2023	J	`jnl`	Learning Dynamic Graph Embeddings with Neural Controlled Differential Equations. CoRR Tiexin Qin, Benjamin Walker, Terry J. Lyons, Hong Yan, Haoliang Li
2023	J	`jnl`	Lineax: unified linear solves and linear least-squares in JAX and Equinox. CoRR Jason Rader, Terry J. Lyons, Patrick Kidger
2023	—	`conf`	Multimodal Deep Learning Approach to Predicting Neurological Recovery From Coma After Cardiac Arrest. CinC Felix Krones, Benjamin Walker, Guy Parsons, Terry J. Lyons, Adam Mahdi
2023	J	`jnl`	New directions in the applications of rough path theory. CoRR Adeline Fermanian, Terry J. Lyons, James Morrill, Cristopher Salvi
2023	A*	`conf`	Sampling-based Nyström Approximation and Kernel Quadrature. ICML Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons
2023	J	`jnl`	Sampling-based Nyström Approximation and Kernel Quadrature. CoRR Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons
2023	—	`conf`	ScoEHR: Generating Synthetic Electronic Health Records using Continuous-time Diffusion Models. MLHC Ahmed Ammar Naseer, Benjamin Walker, Christopher Landon, Andrew Ambrosy, Marat Fudim, Nicholas Wysham, Botros Toro, Sumanth Swaminathan, Terry J. Lyons
2023	J	`jnl`	Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling. CoRR Talia Tseriotou, Ryan Sze-Yin Chan, Adam Tsakalidis, Iman Munire Bilal, Elena Kochkina, Terry J. Lyons, Maria Liakata
2023	J	`jnl`	Unbiased Decisions Reduce Regret: Adversarial Domain Adaptation for the Bank Loan Problem. CoRR Elena Gal, Shaun Singh, Aldo Pacchiano, Ben Walker, Terry J. Lyons, Jakob N. Foerster
2022	J	`jnl`	Generalised Recombination Interpolation Method (GRIM). CoRR Terry J. Lyons, Andrew D. McLeod
2022	J	`jnl`	Hypercontractivity Meets Random Convex Hulls: Analysis of Randomized Multivariate Cubatures. CoRR Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons
2022	—	`conf`	ImageSig: A signature transform for ultra-lightweight image recognition. CVPR Workshops Mohamed R. Ibrahim, Terry J. Lyons
2022	J	`jnl`	ImageSig: A signature transform for ultra-lightweight image recognition. CoRR Mohamed R. Ibrahim, Terry J. Lyons
2022	J	`jnl`	On the Choice of Interpolation Scheme for Neural CDEs. Trans. Mach. Learn. Res. James Morrill, Patrick Kidger, Lingyi Yang, Terry J. Lyons
2022	Misc	`conf`	Path Signatures for Non-Intrusive Load Monitoring. ICASSP Paul Moore, Theodor-Mihai Iliant, Filip-Alexandru Ion, Yue Wu, Terry J. Lyons
2022	A*	`conf`	Positively Weighted Kernel Quadrature via Subsampling. NeurIPS Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons
2022	J	`jnl`	Signature Methods in Machine Learning. CoRR Terry J. Lyons, Andrew D. McLeod
2021	A*	`conf`	"Hey, that's not an ODE": Faster ODE Adjoints via Seminorms. ICML Patrick Kidger, Ricky T. Q. Chen, Terry J. Lyons
2021	A	`conf`	Distribution Regression for Sequential Data. AISTATS Maud Lemercier, Cristopher Salvi, Theodoros Damoulas, Edwin V. Bonilla, Terry J. Lyons
2021	A*	`conf`	Efficient and Accurate Gradients for Neural SDEs. NeurIPS Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons
2021	J	`jnl`	Efficient and Accurate Gradients for Neural SDEs. CoRR Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons
2021	A*	`conf`	Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes. NeurIPS Cristopher Salvi, Maud Lemercier, Chong Liu, Blanka Horvath, Theodoros Damoulas, Terry J. Lyons
2021	J	`jnl`	Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes. CoRR Cristopher Salvi, Maud Lemercier, Chong Liu, Blanka Horvath, Theodoros Damoulas, Terry J. Lyons
2021	A	`conf`	Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition. BMVC Hao Ni, Shujian Liao, Weixin Yang, Kevin Schlegel, Terry J. Lyons
2021	J	`jnl`	Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition. CoRR Shujian Liao, Terry J. Lyons, Weixin Yang, Kevin Schlegel, Hao Ni
2021	Misc	`conf`	Modelling Paralinguistic Properties in Conversational Speech to Detect Bipolar Disorder and Borderline Personality Disorder. ICASSP Bo Wang, Yue Wu, Nemanja Vaci, Maria Liakata, Terry J. Lyons, Kate E. A. Saunders
2021	J	`jnl`	Modelling Paralinguistic Properties in Conversational Speech to Detect Bipolar Disorder and Borderline Personality Disorder. CoRR Bo Wang, Yue Wu, Nemanja Vaci, Maria Liakata, Terry J. Lyons, Kate E. A. Saunders
2021	J	`jnl`	Neural Controlled Differential Equations for Online Prediction Tasks. CoRR James Morrill, Patrick Kidger, Lingyi Yang, Terry J. Lyons
2021	A*	`conf`	Neural SDEs as Infinite-Dimensional GANs. ICML Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons
2021	J	`jnl`	Neural SDEs as Infinite-Dimensional GANs. CoRR Patrick Kidger, James Foster, Xuechen Li, Harald Oberhauser, Terry J. Lyons
2021	J	`jnl`	Positively Weighted Kernel Quadrature via Subsampling. CoRR Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons
2021	Misc	`conf`	SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel. CSR Thomas Cochrane, Peter Foster, Varun Chhabra, Maud Lemercier, Terry J. Lyons, Cristopher Salvi
2021	J	`jnl`	SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel. CoRR Thomas Cochrane, Peter Foster, Varun Chhabra, Maud Lemercier, Cristopher Salvi, Terry J. Lyons
2021	A*	`conf`	SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data. ICML Maud Lemercier, Cristopher Salvi, Thomas Cass, Edwin V. Bonilla, Theodoros Damoulas, Terry J. Lyons
2021	J	`jnl`	SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data. CoRR Maud Lemercier, Cristopher Salvi, Thomas Cass, Edwin V. Bonilla, Theodoros Damoulas, Terry J. Lyons
2021	A*	`conf`	Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU. ICLR Patrick Kidger, Terry J. Lyons
2021	J	`jnl`	The Signature Kernel Is the Solution of a Goursat PDE. SIAM J. Math. Data Sci. Cristopher Salvi, Thomas Cass, James M. Foster, Terry J. Lyons, Weixin Yang
2021	J	`jnl`	The shifted ODE method for underdamped Langevin MCMC. CoRR James Foster, Terry J. Lyons, Harald Oberhauser
2020	J	`jnl`	"Hey, that's not an ODE": Faster ODE Adjoints with 12 Lines of Code. CoRR Patrick Kidger, Ricky T. Q. Chen, Terry J. Lyons
2020	J	`jnl`	A Data-driven Market Simulator for Small Data Environments. CoRR Hans Bühler, Blanka Horvath, Terry J. Lyons, Imanol Pérez Arribas, Ben Wood
2020	J	`jnl`	A Generalised Signature Method for Time Series. CoRR James Morrill, Adeline Fermanian, Patrick Kidger, Terry J. Lyons
2020	J	`jnl`	An Optimal Polynomial Approximation of Brownian Motion. SIAM J. Numer. Anal. James M. Foster, Terry J. Lyons, Harald Oberhauser
2020	J	`jnl`	Anomaly detection on streamed data. CoRR Thomas Cochrane, Peter Foster, Terry J. Lyons, Imanol Pérez Arribas
2020	J	`jnl`	Computing the full signature kernel as the solution of a Goursat problem. CoRR Thomas Cass, Terry J. Lyons, Cristopher Salvi, Weixin Yang
2020	J	`jnl`	Distribution Regression for Continuous-Time Processes via the Expected Signature. CoRR Maud Lemercier, Cristopher Salvi, Theodoros Damoulas, Edwin V. Bonilla, Terry J. Lyons
2020	J	`jnl`	Generalised Interpretable Shapelets for Irregular Time Series. CoRR Patrick Kidger, James Morrill, Terry J. Lyons
2020	—	`conf`	Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder. ClinicalNLP@EMNLP John Pougue Biyong, Bo Wang, Terry J. Lyons, Alejo J. Nevado-Holgado
2020	J	`jnl`	Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder. CoRR John Pougue Biyong, Bo Wang, Terry J. Lyons, Alejo J. Nevado-Holgado
2020	A	`conf`	Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews. INTERSPEECH Bo Wang, Yue Wu, Niall Taylor, Terry J. Lyons, Maria Liakata, Alejo J. Nevado-Holgado, Kate E. A. Saunders
2020	J	`jnl`	Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews. CoRR Bo Wang, Yue Wu, Niall Taylor, Terry J. Lyons, Maria Liakata, Alejo J. Nevado-Holgado, Kate E. A. Saunders
2020	J	`jnl`	Neural CDEs for Long Time Series via the Log-ODE Method. CoRR James Morrill, Patrick Kidger, Cristopher Salvi, James Foster, Terry J. Lyons
2020	A*	`conf`	Neural Controlled Differential Equations for Irregular Time Series. NeurIPS Patrick Kidger, James Morrill, James Foster, Terry J. Lyons
2020	J	`jnl`	Neural Controlled Differential Equations for Irregular Time Series. CoRR Patrick Kidger, James Morrill, James Foster, Terry J. Lyons
2020	J	`jnl`	Optimal Execution with Rough Path Signatures. SIAM J. Financial Math. Jasdeep Kalsi, Terry J. Lyons, Imanol Pérez Arribas
2020	J	`jnl`	Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU. CoRR Patrick Kidger, Terry J. Lyons
2020	A*	`conf`	Universal Approximation with Deep Narrow Networks. COLT Patrick Kidger, Terry J. Lyons
2019	A	`conf`	A Path Signature Approach for Speech Emotion Recognition. INTERSPEECH Bo Wang, Maria Liakata, Hao Ni, Terry J. Lyons, Alejo J. Nevado-Holgado, Kate Saunders
2019	A*	`conf`	Deep Signature Transforms. NeurIPS Patrick Kidger, Patric Bonnier, Imanol Pérez Arribas, Cristopher Salvi, Terry J. Lyons
2019	J	`jnl`	Deep Signatures. CoRR Patric Bonnier, Patrick Kidger, Imanol Pérez Arribas, Cristopher Salvi, Terry J. Lyons
2019	J	`jnl`	Insertion algorithm for inverting the signature of a path. CoRR Jiawei Chang, Terry J. Lyons
2019	J	`jnl`	Learning stochastic differential equations using RNN with log signature features. CoRR Shujian Liao, Terry J. Lyons, Weixin Yang, Hao Ni
2019	—	`conf`	The Signature-Based Model for Early Detection of Sepsis From Electronic Health Records in the Intensive Care Unit. CinC James Morrill, Andrey Kormilitzin, Alejo J. Nevado-Holgado, Sumanth Swaminathan, Sam Howison, Terry J. Lyons
2019	J	`jnl`	Universal Approximation with Deep Narrow Networks. CoRR Patrick Kidger, Terry J. Lyons
2018	—	`conf`	A Path Signature Approach to Online Arabic Handwriting Recognition. ASAR Daniel G. Wilson-Nunn, Terry J. Lyons, Anastasia Papavasiliou, Hao Ni
2018	J	`jnl`	Labelling as an unsupervised learning problem. CoRR Terry J. Lyons, Imanol Pérez Arribas
2018	J	`jnl`	Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition. IEEE Trans. Pattern Anal. Mach. Intell. Zecheng Xie, Zenghui Sun, Lianwen Jin, Hao Ni, Terry J. Lyons
2017	J	`jnl`	Leveraging the Path Signature for Skeleton-based Human Action Recognition. CoRR Weixin Yang, Terry J. Lyons, Hao Ni, Cordelia Schmid, Lianwen Jin, Jiawei Chang
2017	J	`jnl`	Sketching the order of events. CoRR Terry J. Lyons, Harald Oberhauser
2016	J	`jnl`	Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition. CoRR Zecheng Xie, Zenghui Sun, Lianwen Jin, Hao Ni, Terry J. Lyons
2016	B	`conf`	Rotation-free online handwritten character recognition using dyadic path signature features, hanging normalization, and deep neural network. ICPR Weixin Yang, Lianwen Jin, Hao Ni, Terry J. Lyons
2015	J	`jnl`	The adaptive patched cubature filter and its implementation. CoRR Wonjung Lee, Terry J. Lyons
2012	Misc	`conf`	Planning of bed capacities in specialized and integrated care units: incorporating bed blockers in a simulation of surgical throughput. WSC Navonil Mustafee, Terry J. Lyons, Paul Rees, Lee Davies, Mark Ramsey, Michael D. Williams
2002	J	`jnl`	Minimal Entropy Approximations and Optimal Algorithms. Monte Carlo Methods Appl. Dan Crisan, Terry J. Lyons
1998	J	`jnl`	Convergence of a Branching Particle Method to the Solution of the Zakai Equation. SIAM J. Appl. Math. Dan Crisan, Jessica G. Gaines, Terry J. Lyons
1997	J	`jnl`	Variable Step Size Control in the Numerical Solution of Stochastic Differential Equations. SIAM J. Appl. Math. Jessica G. Gaines, Terry J. Lyons
1994	J	`jnl`	Random Generation of Stochastic Area Integrals. SIAM J. Appl. Math. Jessica G. Gaines, Terry J. Lyons