Re: Neural Network predictions converging to one value
One possibility which I cannot exclude from your description is that the non-random part of the relationship between your inputs and outputs is insignificant compared to the random component. In this case, you may arrive at all inputs predicting an average of the outputs. This is the best that can be done if the outputs are entirely random, so there is no learnable content.
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