Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2404.08717
Cited By
State-space systems as dynamic generative models
Proceedings of the Royal Society A (Proc. R. Soc. A), 2024
13 March 2025
Juan-Pablo Ortega
Florian Rossmannek
Re-assign community
ArXiv (abs)
PDF
HTML
Papers citing
"State-space systems as dynamic generative models"
14 / 14 papers shown
Echoes of the past: A unified perspective on fading memory and echo states
Juan-Pablo Ortega
Florian Rossmannek
132
3
0
26 Aug 2025
Stochastic dynamics learning with state-space systems
Juan-Pablo Ortega
Florian Rossmannek
150
2
0
11 Aug 2025
A Brief Survey on the Approximation Theory for Sequence Modelling
Journal of Machine Learning (JML), 2023
Hao Jiang
Qianxiao Li
Zhong Li
Shida Wang
AI4TS
260
14
0
27 Feb 2023
Transport in reservoir computing
G. Manjunath
Juan-Pablo Ortega
168
7
0
16 Sep 2022
Learning strange attractors with reservoir systems
Lyudmila Grigoryeva
Allen G. Hart
Juan-Pablo Ortega
206
32
0
11 Aug 2021
Embedding Information onto a Dynamical System
G. Manjunath
366
16
0
22 May 2021
Using Data Assimilation to Train a Hybrid Forecast System that Combines Machine-Learning and Knowledge-Based Components
Chaos (Chaos), 2021
Alexander Wikner
Jaideep Pathak
Brian R. Hunt
I. Szunyogh
M. Girvan
Edward Ott
214
42
0
15 Feb 2021
Fading memory echo state networks are universal
Lukas Gonon
Juan-Pablo Ortega
220
68
0
22 Oct 2020
Risk bounds for reservoir computing
Lukas Gonon
Lyudmila Grigoryeva
Juan-Pablo Ortega
233
46
0
30 Oct 2019
Differentiable reservoir computing
Lyudmila Grigoryeva
Juan-Pablo Ortega
262
46
0
16 Feb 2019
Reservoir Computing Universality With Stochastic Inputs
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2018
Lukas Gonon
Juan-Pablo Ortega
244
124
0
07 Jul 2018
Echo state networks are universal
Lyudmila Grigoryeva
Juan-Pablo Ortega
322
266
0
03 Jun 2018
Universal discrete-time reservoir computers with stochastic inputs and linear readouts using non-homogeneous state-affine systems
Lyudmila Grigoryeva
Juan-Pablo Ortega
249
73
0
03 Dec 2017
Model selection for weakly dependent time series forecasting
Pierre Alquier
Olivier Wintenberger
OOD
AI4TS
678
86
0
17 Feb 2009
1
