Embedding and learning with signatures

29 November 2019

Papers citing "Embedding and learning with signatures"

11 / 11 papers shown

Title
SigGate: Enhancing Recurrent Neural Networks with Signature-Based Gating Mechanisms Remi Genet Hugo Inzirillo 99 3 0 13 Feb 2025
Signature Isolation Forest Guillaume Staerman M. Campi Gareth W. Peters Tomoko Matsui 53 0 0 07 Mar 2024
Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone Antonio Orvieto Benjamin Walker C. Salvi Terry Lyons Mamba 59 25 0 29 Feb 2024
On the Generalization and Approximation Capacities of Neural Controlled Differential Equations Linus Bleistein Agathe Guilloux 40 1 0 26 May 2023
Generative modeling for time series via Schr{ö}dinger bridge Mohamed Hamdouche P. Henry-Labordère H. Pham AI4TS DiffM OT 35 11 0 11 Apr 2023
Learning the Dynamics of Sparsely Observed Interacting Systems Linus Bleistein Adeline Fermanian A. Jannot Agathe Guilloux 46 5 0 27 Jan 2023
Signature-based validation of real-world economic scenarios Hervé Andrès Alexandre Boumezoued B. Jourdain 26 5 0 02 Aug 2022
Path Signature Area-Based Causal Discovery in Coupled Time Series William E. Glad T. Woolf CML 21 3 0 23 Oct 2021
BR-NS: an Archive-less Approach to Novelty Search Achkan Salehi Alexandre Coninx Stéphane Doncieux 23 6 0 08 Apr 2021
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 25 449 0 18 May 2020
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU Patrick Kidger Terry Lyons 32 83 0 03 Jan 2020