Risk bounds for reservoir computing

30 October 2019

Papers citing "Risk bounds for reservoir computing"

8 / 8 papers shown

Title
State-space systems as dynamic generative models Juan-Pablo Ortega Florian Rossmannek 71 1 0 13 Mar 2025
Universal Approximation of Linear Time-Invariant (LTI) Systems through RNNs: Power of Randomness in Reservoir Computing Shashank Jere Lizhong Zheng Karim A. Said Lingjia Liu 23 2 0 04 Aug 2023
The Mori-Zwanzig formulation of deep learning D. Venturi Xiantao Li 18 1 0 12 Sep 2022
Designing Universal Causal Deep Learning Models: The Geometric (Hyper)Transformer Beatrice Acciaio Anastasis Kratsios G. Pammer OOD 49 20 0 31 Jan 2022
Fading memory echo state networks are universal Lukas Gonon Juan-Pablo Ortega 18 56 0 22 Oct 2020
Discrete-time signatures and randomness in reservoir computing Christa Cuchiero Lukas Gonon Lyudmila Grigoryeva Juan-Pablo Ortega Josef Teichmann 19 45 0 17 Sep 2020
Dimension reduction in recurrent networks by canonicalization Lyudmila Grigoryeva Juan-Pablo Ortega 21 19 0 23 Jul 2020
Approximation Bounds for Random Neural Networks and Reservoir Systems Lukas Gonon Lyudmila Grigoryeva Juan-Pablo Ortega 28 64 0 14 Feb 2020