4 citations · 8 across the 8 of their papers we have counts for
4 papers · 1 filter
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…
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…
Efficient Digital Quadratic Unconstrained Binary Optimization Solvers for SAT Problems
Robert Simon Fong, Yanming Song, Alexander Yosifov
Boolean satisfiability (SAT) is a propositional logic problem of determining whether an assignment of variables satisfies a Boolean formula. Many combinatorial optimization problem…
Predictive Modeling in the Reservoir Kernel Motif Space
Peter Tino, Robert Simon Fong, Roberto Fabio Leonarduzzi
This work proposes a time series prediction method based on the kernel view of linear reservoirs. In particular, the time series motifs of the reservoir kernel are used as represen…