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Deep Residual Echo State Networks: Exploring Residual Orthogonal Connections in Untrained Recurrent Neural Networks

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Echo state networks (ESNs) are a particular type of untrained recurrent neural networks (RNNs) within the reservoir computing (RC) framework, popular for their fast and efficient learning. However, traditional ESNs often struggle with long-term information pro... ...