The internal model principle in reservoir computing

arXiv:2610.08987 · eess.SY, cs.SY, math.OC · Submitted 2026-10-06 · Read on arXiv

eess.SY, cs.SY, math.OC

Submitted: 2026-10-06

Updated: 2026-10-06

Terminology

• Robustness — 2× in this paper · explained in 5 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Local Invariance — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes

Sources

• Echo State Networks as State-Space Models: A Systems Perspective
• On Dominant Manifolds in Reservoir Computing Networks
• Machines that Predict Trajectories from Templates

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