Terry Lyons
17 papers · 2019–2025 · 9 conferences · across top CS/AI conferences
Achievements
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π§ Keyword Pioneer π Interdisciplinary Bridge π Conference Polyglot (9) π Academic Marathon (6) π Cross-Pollinator (11)
πΊοΈ
Taxonomy Completionist
(32)
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Interdisciplinary Bridge
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Conference Polyglot
(9)
π§¬
Topic Evolution
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Century Club
(17)
ποΈ
Keyword Collector
(86)
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Trend Setter
π₯
Unstoppable
(7)
Conferences
NIPS (6)
ICLR (2)
ICML (2)
INTERSPEECH (2)
AISTATS (1)
COLT (1)
EACL (1)
EMNLP (1)
MLHC (1)
Top co-authors
Keywords
neural network
(3)
kernel methods
(2)
signature transform
(2)
stochastic differential equation
(2)
sequential datum
(2)
time series
(2)
kernel quadrature
(2)
causal discovery
(1)
feature selection
(1)
representation learning
(1)
deep learning theory
(1)
privacy preservation
(1)
multi-modal learning
(1)
deep learning
(1)
universal approximation
(1)
information extraction
(1)
statistical learning theory
(1)
mental health detection
(1)
singular value decomposition
(1)
in-context learning
(1)
Papers
Deep Signature: Characterization of Large-Scale Molecular Dynamics
ICLR 2025
Theoretical Foundations of Deep Selective State-Space Models
NIPS 2024
Log Neural Controlled Differential Equations: The Lie Brackets Make A Difference
ICML 2024
Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling
EACL 2024
ScoEHR: Generating Synthetic Electronic Health Records using Continuous-time Diffusion Models
MLHC 2023
Sampling-based NystrΓΆm Approximation and Kernel Quadrature
ICML 2023
Positively Weighted Kernel Quadrature via Subsampling
NIPS 2022
Efficient and Accurate Gradients for Neural SDEs
NIPS 2021
Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes
NIPS 2021
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU
ICLR 2021
Distribution Regression for Sequential Data
AISTATS 2021
Universal Approximation with Deep Narrow Networks
COLT 2020
Neural Controlled Differential Equations for Irregular Time Series
NIPS 2020
Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder
EMNLP 2020
Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews
INTERSPEECH 2020
Deep Signature Transforms
NIPS 2019
A Path Signature Approach for Speech Emotion Recognition
INTERSPEECH 2019