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Image Credit: Arxiv

Learning Beyond Experience: Generalizing to Unseen State Space with Reservoir Computing

  • Reservoir Computing is a machine learning framework that can generalize to unexplored regions of state space without explicit structural priors.
  • A multiple-trajectory training scheme for reservoir computers supports training across disjoint time series, enabling effective use of available training data.
  • Reservoir Computing can achieve out-of-domain generalization by capturing system behavior in entirely unobserved basins of attraction.

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