Neural Computation
Neuroevolution strategies for episodic reinforcement learning
Journal of Algorithms
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Numerous recent papers focus on standard recurrent nets'' inability to deal with long time lags between relevant signals. Some propose rather sophisticated, alternative methods. We show: many problems used to test previous algorithms can be solved more quickly by random weight guessing.