Preprints and papers | 2024

Preprints and papers | 2024

Terry Lyons,  Andrew D. McLeod
Higher Order Lipschitz Greedy Recombination Interpolation Method (HOLGRIM)

arXiv:2406.03232v1 (5 June 2024)  DOI


Siran Li, Zijiu Lyu,  Hao Ni, Jiajie Tao
On the determination of path signature from its unitary development

arXiv:2404.18661 (29 Apr 2024)  DOI


Mohamed R. Ibrahim, Terry Lyons
FaceTouch: Detecting hand-to-face touch with supervised contrastive learning to assist in tracing infectious disease
Accepted for publication in PLoS ONE (19 Apr 2024)  


Terry Lyons,  Andrew D. McLeod
Higher Order Lipschitz Sandwich Theorems

arXiv:2404.06849v2 (10 Apr 2024)  DOI


Maud Lemercier,  Terry Lyons
A High Order Solver for Signature Kernels
arXiv:2404.02926 (1 Apr 2024)  DOI


Lei Jiang, Weixin Yang, Xin Zhang, Hao Ni
GCN-DevLSTM: Path Development for Skeleton-Based Action Recognition

arXiv:2403.15212 (22 Mar 2024)  DOI


Felix H. Krones, Ben Walker, Guy Parsons, Terry Lyons, Adam Mahdi 
Multimodal deep learning approach to predicting neurological recovery from coma after cardiac arrest
arXiv:2403.06027v1 (9 Mar 2024)  DOI


Nicola Muca Cirone, Antonio Orvieto, Benjamin WalkerCristopher Salvi, Terry Lyons

Theoretical Foundations of Deep Selective State-Space Models

arXiv:2402.19047 (29 Feb 2024)  DOI


Benjamin Walker, Andrew D. McLeod, Tiexin Qin, Yichuan Cheng, Haoliang Li, Terry Lyons

Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference

Accepted at ICML 2024 (2 May 2024)  DOI


Georg Manten, Cecilia Casolo, Emilio Rossi Ferrucci, Søren Wengel Mogensen, Cristopher Salvi, Niki Kilbertus
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes
arXiv:2402.18477 (28 Feb 2024)  DOI


Paola ArrubarrenaMaud Lemercier, Bojan Nikolic, Terry LyonsThomas Cass
Novelty Detection on Radio Astronomy Data using Signatures

arXiv:2402.14892 (22 Feb 2024)  DOI


Thomas Cass, William F. Turner
Free probability, path developments and signature kernels as universal scaling limits

arXiv:2402.12311 (19 Feb 2024)  DOI


Jason RaderTerry Lyons, Patrick Kidger
Optimistix: modular optimisation in JAX and Equinox
arXiv:2402.09983 (15 Feb 2024)   DOI


Shuxiang Cao, Zhen Shao, Jian-Qing Zheng, Mohammed Alghadeer, Simone D Fasciati, Michele Piscitelli, Sajjad Taravati, Mustafa Bakr, Terry Lyons, Peter Leek
Quantum state discrimination enhanced by path signature

arXiv:2402.09532 (14 Feb 2024)  DOI


Terry Lyons, Vlad Margarint, Sina Nejad
Convergence to closed-form distribution for the backward SLEκ at some random times and the phase transition at κ=8

Statistics and Probability Letters (1 Feb 2024)  DOI


Thomas Cass, Terry Lyons and Xingcheng Xu
Weighted signature kernels
Annals of Applied Probability (28 Jan 2024)   ORA


Samuel N CohenJames Foster, Peter Foster, Hang LouTerry LyonsSam MorleyJames MorrillHao Ni, Edward Palmer, Bo Wang, Yue WuLingyi YangWeixin Yang
Subtle variation in sepsis-III definitions markedly influences predictive performance within and across methods

Scientific Reports (22 Jan 2024)  DOI


Emilio Rossi Ferrucci and Thomas Cass
On the Wiener Chaos Expansion of the Signature of a Gaussian Process
Probability Theory and Related Fields (4 Jan 2024) DOI


Terry Lyons, Hao Ni, Jiajie Tao
A PDE approach for solving the characteristic function of the generalised signature process

arXiv:2401.02393v1 (4 Jan 2024)  DOI


Talia Tseriotou, Ryan Sze-Yin Chan, Adam Tsakalidis, Iman Munire Bilal, Elena Kochkina, Terry Lyons, Maria Liakata
Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling

EACL 2024 (1 Jan 2024)  DOI

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