3 papers
cs.NE2025
Structuring Multiple Simple Cycle Reservoirs with Particle Swarm Optimization
Ziqiang Li, Robert Simon Fong, Kantaro Fujiwara +2
Reservoir Computing (RC) is a time-efficient computational paradigm derived from Recurrent Neural Networks (RNNs). The Simple Cycle Reservoir (SCR) is an RC model that stands out f…
cs.NE2024
Linear Simple Cycle Reservoirs at the edge of stability perform Fourier decomposition of the input driving signals
Robert Simon Fong, Boyu Li, Peter Tino
This paper explores the representational structure of linear Simple Cycle Reservoirs (SCR) operating at the edge of stability. We view SCR as providing in their state space feature…
cs.LG2024
Universality of Real Minimal Complexity Reservoir
Robert Simon Fong, Boyu Li, Peter Tiňo
Reservoir Computing (RC) models, a subclass of recurrent neural networks, are distinguished by their fixed, non-trainable input layer and dynamically coupled reservoir, with only t…