New directions in the applications of rough path theory

9 February 2023

Papers citing "New directions in the applications of rough path theory"

9 / 9 papers shown

Title
Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models Benjamin Walker Lingyi Yang Nicola Muca Cirone C. Salvi Terry Lyons AI4TS 85 0 0 23 May 2025
ParallelFlow: Parallelizing Linear Transformers via Flow Discretization Nicola Muca Cirone C. Salvi 114 2 0 01 Apr 2025
Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals Christian Holberg C. Salvi 64 3 0 22 May 2024
Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone Antonio Orvieto Benjamin Walker C. Salvi Terry Lyons Mamba 274 34 0 29 Feb 2024
Novelty Detection on Radio Astronomy Data using Signatures Paola Arrubarrena M. Lemercier Bojan Nikolic Terry Lyons Thomas Cass 81 5 0 22 Feb 2024
Rademacher Complexity of Neural ODEs via Chen-Fliess Series Joshua Hanson Maxim Raginsky 89 2 0 30 Jan 2024
Continuously Evolving Graph Neural Controlled Differential Equations for Traffic Forecasting Jiajia Wu Ling Chen AI4TS 81 3 0 26 Jan 2024
Non-adversarial training of Neural SDEs with signature kernel scores Zacharia Issa Blanka Horvath M. Lemercier C. Salvi AI4TS 116 26 0 25 May 2023
A Primer on the Signature Method in Machine Learning I. Chevyrev Andrey Kormilitzin 510 218 0 11 Mar 2016