Frequency-Based Reservoir computing

arXiv:2607.24420 · stat.ML, cs.LG · Submitted 2026-07-27 · Read on arXiv

Arthur S Powanwe

stat.ML, cs.LG

Submitted: 2026-07-27

Comments: 24 pages, 8 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Hyperparameters — 8× in this paper · explained in 2 episodes
• Power Spectrum — 8× in this paper · explained in 2 episodes
• Interpretability — 4× in this paper · explained in 15 episodes
• Chaotic Dynamics — 3× in this paper · explained in 2 episodes
• Coherence — 3× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Bayesian Optimization — 1× in this paper · explained in 3 episodes
• Feedback Loop — 1× in this paper · explained in 2 episodes
• Overfitting — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 6 episodes
• Universality — 1× in this paper · explained in 2 episodes

Sources

• Brain-inspired, interpretable, resonant recurrent neural networks
• Coupled Oscillatory Recurrent Neural Network (coRNN): An accurate and (gradient) stable architecture for learning long time dependencies

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