Self symbols may be viewed as a by product of this

Like any good compressor, the RNN will learn to identify shared regularities among different already existing internal data structures, and generate prototype encodings (across neuron populations) or symbols for frequently occurring observation sub sequences, to shrink the storage space needed for the whole (we see this in our artificial RNNs all the time). Self symbols may be viewed as a by product of this, since there is one thing that is involved in all actions and sensory inputs of the agent, namely, the agent itself. To efficiently encode the entire data history through predictive coding, it will profit from creating some sort of internal prototype symbol or code (e.

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