Fixed, untrained reservoirs outperform trained recurrent networks on four memory-based reinforcement learning tasks, with local connectivity giving the fastest learning.
Short term memory in echo state networks
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Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks
Fixed, untrained reservoirs outperform trained recurrent networks on four memory-based reinforcement learning tasks, with local connectivity giving the fastest learning.