| 2024 | EACL | Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling. | Talia Tseriotou, Ryan Sze-Yin Chan, Adam Tsakalidis, Iman Munire Bilal, Elena Kochkina, Terry J. Lyons, Maria Liakata |
| 2024 | ICML | Log Neural Controlled Differential Equations: The Lie Brackets Make A Difference. | Benjamin Walker, Andrew D. McLeod, Tiexin Qin, Yichuan Cheng, Haoliang Li, Terry J. Lyons |
| 2023 | ICML | Sampling-based Nystrm Approximation and Kernel Quadrature. | Satoshi Hayakawa, Harald Oberhauser, Terry J. Lyons |
| 2022 | CVPR | ImageSig: A signature transform for ultra-lightweight image recognition. | Mohamed R. Ibrahim, Terry J. Lyons |
| 2022 | ICASSP | Path Signatures for Non-Intrusive Load Monitoring. | Paul Moore, Theodor-Mihai Iliant, Filip-Alexandru Ion, Yue Wu, Terry J. Lyons |
| 2021 | AISTATS | Distribution Regression for Sequential Data. | Maud Lemercier, Cristopher Salvi, Theodoros Damoulas, Edwin V. Bonilla, Terry J. Lyons |
| 2021 | BMVC | Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition. | Hao Ni, Shujian Liao, Weixin Yang, Kevin Schlegel, Terry J. Lyons |
| 2021 | ICASSP | Modelling Paralinguistic Properties in Conversational Speech to Detect Bipolar Disorder and Borderline Personality Disorder. | Bo Wang, Yue Wu, Nemanja Vaci, Maria Liakata, Terry J. Lyons, Kate E. A. Saunders |
| 2021 | ICLR | Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU. | Patrick Kidger, Terry J. Lyons |
| 2021 | ICML | "Hey, that's not an ODE": Faster ODE Adjoints via Seminorms. | Patrick Kidger, Ricky T. Q. Chen, Terry J. Lyons |
| 2021 | ICML | Neural SDEs as Infinite-Dimensional GANs. | Patrick Kidger, James Foster, Xuechen Li, Terry J. Lyons |
| 2021 | ICML | SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data. | Maud Lemercier, Cristopher Salvi, Thomas Cass, Edwin V. Bonilla, Theodoros Damoulas, Terry J. Lyons |
| 2020 | COLT | Universal Approximation with Deep Narrow Networks. | Patrick Kidger, Terry J. Lyons |
| 2020 | Interspeech | Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews. | Bo Wang, Yue Wu, Niall Taylor, Terry J. Lyons, Maria Liakata, Alejo J. Nevado-Holgado, Kate E. A. Saunders |
| 2019 | Interspeech | A Path Signature Approach for Speech Emotion Recognition. | Bo Wang, Maria Liakata, Hao Ni, Terry J. Lyons, Alejo J. Nevado-Holgado, Kate Saunders |
| 2016 | ICPR | Rotation-free online handwritten character recognition using dyadic path signature features, hanging normalization, and deep neural network. | Weixin Yang, Lianwen Jin, Hao Ni, Terry J. Lyons |
| 2012 | WSC | Planning of bed capacities in specialized and integrated care units: incorporating bed blockers in a simulation of surgical throughput. | Navonil Mustafee, Terry J. Lyons, Paul Rees, Lee Davies, Mark Ramsey, Michael D. Williams |