Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU

3 January 2020

Papers citing "Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU"

44 / 44 papers shown

Title
Deep Signature: Characterization of Large-Scale Molecular Dynamics Tiexin Qin Mengxu Zhu Chunyang Li Terry Lyons Hong Yan Haoliang Li 28 0 0 03 Oct 2024
AutoMate: Specialist and Generalist Assembly Policies over Diverse Geometries Bingjie Tang Iretiayo Akinola Jie Xu Bowen Wen Ankur Handa Karl Van Wyk Dieter Fox Gaurav Sukhatme Fabio Ramos Yashraj S. Narang 29 10 0 10 Jul 2024
Explorative Imitation Learning: A Path Signature Approach for Continuous Environments Nathan Gavenski Juarez Monteiro Felipe Meneguzzi Michael Luck Odinaldo Rodrigues 24 0 0 05 Jul 2024
Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching Fernando Moreno-Pino Alvaro Arroyo H. Waldon Xiaowen Dong Álvaro Cartea AI4TS 32 1 0 31 May 2024
A High Order Solver for Signature Kernels M. Lemercier Terry Lyons 21 3 0 01 Apr 2024
Novelty Detection on Radio Astronomy Data using Signatures Paola Arrubarrena M. Lemercier Bojan Nikolic Terry Lyons Thomas Cass 30 5 0 22 Feb 2024
Path Signatures and Graph Neural Networks for Slow Earthquake Analysis: Better Together? Hans Riess M. Veveakis Michael M. Zavlanos 18 2 0 05 Feb 2024
Dynamical Survival Analysis with Controlled Latent States Linus Bleistein Van-Tuan Nguyen Adeline Fermanian Agathe Guilloux 31 1 0 30 Jan 2024
Transportation Marketplace Rate Forecast Using Signature Transform Haotian Gu Xin Guo Timothy L. Jacobs Philip M. Kaminsky Xinyu Li AI4TS 11 0 0 10 Jan 2024
Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling Talia Tseriotou Ryan Sze-Yin Chan Adam Tsakalidis I. Bilal E. Kochkina Terry Lyons M. Liakata 18 1 0 06 Dec 2023
SigFormer: Signature Transformers for Deep Hedging Anh Tong Thanh Nguyen-Tang Dongeun Lee Toan M. Tran Jaesik Choi AIFin 22 5 0 20 Oct 2023
Gaussian processes based data augmentation and expected signature for time series classification Marco Romito Francesco Triggiano AI4TS 8 0 0 16 Oct 2023
Generating drawdown-realistic financial price paths using path signatures Emiel Lemahieu Kris Boudt Maarten Wyns 11 1 0 08 Sep 2023
A Neural RDE-based model for solving path-dependent PDEs Bowen Fang Hao Ni Yue-bo Wu 25 1 0 01 Jun 2023
Feature Engineering Methods on Multivariate Time-Series Data for Financial Data Science Competitions Thomas Wong Mauricio Barahona 19 0 0 26 Mar 2023
Deep incremental learning models for financial temporal tabular datasets with distribution shifts Thomas Wong Mauricio Barahona OOD AIFin AI4TS 11 0 0 14 Mar 2023
Learning the Dynamics of Sparsely Observed Interacting Systems Linus Bleistein Adeline Fermanian A. Jannot Agathe Guilloux 38 5 0 27 Jan 2023
Neural SDEs for Conditional Time Series Generation and the Signature-Wasserstein-1 metric Pere Díaz Lozano Toni Lozano Bagén J. Vives GAN AI4TS 23 2 0 03 Jan 2023
Signature-based validation of real-world economic scenarios Hervé Andrès Alexandre Boumezoued B. Jourdain 16 5 0 02 Aug 2022
ImageSig: A signature transform for ultra-lightweight image recognition Mohamed Ramzy Ibrahim Terry Lyons VLM 19 7 0 13 May 2022
Signature and Log-signature for the Study of Empirical Distributions Generated with GANs J. Curtò I. D. Zarzà Hong-Mei Yan Carlos T. Calafate 16 1 0 07 Mar 2022
On the effectiveness of Randomized Signatures as Reservoir for Learning Rough Dynamics Enea Monzio Compagnoni Anna Scampicchio Luca Biggio Antonio Orvieto Thomas Hofmann Josef Teichmann 27 11 0 02 Jan 2022
Proper Scoring Rules, Gradients, Divergences, and Entropies for Paths and Time Series Patric Bonnier Harald Oberhauser AI4TS 4 4 0 11 Nov 2021
Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition Shujian Liao Terry Lyons Weixin Yang Kevin Schlegel Hao Ni 16 11 0 25 Oct 2021
Path Signature Area-Based Causal Discovery in Coupled Time Series William E. Glad T. Woolf CML 11 3 0 23 Oct 2021
Probabilistic Inference of Simulation Parameters via Parallel Differentiable Simulation Eric Heiden Chris Denniston David Millard Fabio Ramos Gaurav Sukhatme 22 21 0 18 Sep 2021
From augmented microscopy to the topological transformer: a new approach in cell image analysis for Alzheimer's research Wooseok Jung ViT MedIm 13 0 0 03 Aug 2021
BayesSimIG: Scalable Parameter Inference for Adaptive Domain Randomization with IsaacGym Rika Antonova Fabio Ramos Rafael Possas D. Fox 6 4 0 09 Jul 2021
Neural Controlled Differential Equations for Online Prediction Tasks James Morrill Patrick Kidger Lingyi Yang Terry Lyons AI4TS 25 40 0 21 Jun 2021
Signatured Deep Fictitious Play for Mean Field Games with Common Noise Ming Min Ruimeng Hu 19 27 0 06 Jun 2021
Framing RNN as a kernel method: A neural ODE approach Adeline Fermanian P. Marion Jean-Philippe Vert Gérard Biau 15 25 0 02 Jun 2021
Efficient and Accurate Gradients for Neural SDEs Patrick Kidger James Foster Xuechen Li Terry Lyons DiffM 16 60 0 27 May 2021
Neural SDEs as Infinite-Dimensional GANs Patrick Kidger James Foster Xuechen Li Harald Oberhauser Terry Lyons DiffM 6 141 0 06 Feb 2021
An efficient representation of chronological events in medical texts Andrey Kormilitzin N. Vaci Qiang Liu Hao Ni Goran Nenadic A. Nevado-Holgado 8 2 0 16 Oct 2020
Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder John N. Pougue Biyong Bo Wang Terry Lyons A. Nevado-Holgado MedIm 11 4 0 10 Oct 2020
Neural Rough Differential Equations for Long Time Series James Morrill C. Salvi Patrick Kidger James Foster Terry Lyons AI4TS 17 120 0 17 Sep 2020
Convolutional Signature for Sequential Data Ming Min Tomoyuki Ichiba 14 3 0 14 Sep 2020
Path Signatures on Lie Groups Darrick Lee Robert Ghrist 9 8 0 02 Jul 2020
A Data-driven Market Simulator for Small Data Environments Hans Bühler Blanka Horvath Terry Lyons Imanol Perez Arribas Ben Wood 13 65 0 21 Jun 2020
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Csaba Tóth Patric Bonnier Harald Oberhauser AI4TS 11 12 0 12 Jun 2020
A Generalised Signature Method for Multivariate Time Series Feature Extraction James Morrill Adeline Fermanian Patrick Kidger Terry Lyons 22 14 0 01 Jun 2020
Generalised Interpretable Shapelets for Irregular Time Series Patrick Kidger James Morrill Terry Lyons AI4TS 11 7 0 28 May 2020
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 25 446 0 18 May 2020
Deep Signature Transforms Patrick Kidger Patrick Kidger Imanol Perez Arribas C. Salvi Terry Lyons SLR 11 126 0 21 May 2019