1 citations · 1 across the 3 of their papers we have counts for
3 papers
physics.optics2024★ 1 cited
Photonic frequency multiplexed next-generation reservoir computer
Nicholas Cox, Joseph Murray, Joseph Hart +1
In this work, we introduce and experimentally demonstrate a photonic frequency-multiplexed next generation reservoir computer (FM-NGRC) capable of performing real-time inference at…
physics.optics2024
Photonic next-generation reservoir computer based on distributed feedback in optical fiber
Nicholas Cox, Joseph Murray, Joseph Hart +1
Reservoir computing (RC) is a machine learning paradigm that excels at dynamical systems analysis. Photonic RCs, which perform implicit computation through optical interactions, ha…
cs.LG2024
Attractor reconstruction with reservoir computers: The effect of the reservoir's conditional Lyapunov exponents on faithful attractor reconstruction
Joseph D. Hart
Reservoir computing is a machine learning framework that has been shown to be able to replicate the chaotic attractor, including the fractal dimension and the entire Lyapunov spect…