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Numerous recent papers focus on standard recurrent nets problems with long time lags between relevant signals. Some propose rather sophisticated, alternative methods. We show: many problems used to test previous methods can be solved more quickly by random weight guessing.
Schmidhuber et al. (Mon,) studied this question.