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reservoir computing

29 papers

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Also known as

RC

Co-occurring keywords

recurrent neural network (1790) dynamical system (398) fading memory (4) echo state network (11) time series (435) time series prediction (70) spiking neural network (331) kernel methods (1097) neural network (6616) random initialization (25)

Papers

SVGL: Scale-Variable Graph Learning in Model Space for Multivariate Time Series Classification AAAI 2026
Universality of Real Minimal Complexity Reservoir AAAI 2025
ResFormer: All-Time Reservoir Memory for Long Sequence Classification EMNLP 2025
Audio Scanning Network: Bridging Time and Frequency Domains for Audio Classification AAAI 2024
Simple Cycle Reservoirs are Universal JMLR 2024
Learning in CubeRes Model Space for Anomaly Detection in 3D GPR Data IJCAI 2024
Enhancing Speech and Music Discrimination Through the Integration of Static and Dynamic Features INTERSPEECH 2024
Neural signature kernels as infinite-width-depth-limits of controlled ResNets ICML 2023
Effective and Efficient Structural Inference with Reservoir Computing ICML 2023
Time Series Kernels based on Nonlinear Vector AutoRegressive Delay Embeddings NIPS 2023
From “Dynamics on Graphs” to “Dynamics of Graphs”: An Adaptive Echo-State Network Solution (Student Abstract) AAAI 2022
ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models JMLR 2022
Reservoir Transformers IJCNLP 2021
Reservoir Transformers ACL 2021
TE-ESN: Time Encoding Echo State Network for Prediction Based on Irregularly Sampled Time Series Data IJCAI 2021
Reservoir Computing meets Recurrent Kernels and Structured Transforms NIPS 2020
Deep Reservoir Computing Meets 5G MIMO-OFDM Systems in Symbol Detection AAAI 2020
Deep Spiking Delayed Feedback Reservoirs and Its Application in Spectrum Sensing of MIMO-OFDM Dynamic Spectrum Sharing AAAI 2020
Dynamical Systems as Temporal Feature Spaces JMLR 2020
Unfolding recurrence by Green’s functions for optimized reservoir computing NIPS 2020
Risk Bounds for Reservoir Computing JMLR 2020
Differentiable reservoir computing JMLR 2019
Universal discrete-time reservoir computers with stochastic inputs and linear readouts using non-homogeneous state-affine systems JMLR 2018
Echo State Hoeffding Tree Learning ACML 2016
Photonic Delay Systems as Machine Learning Implementations JMLR 2015