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• W1978903553 abstract "Recently a new so-called energy complexity measure has been introduced and studied for feedforward perceptron networks. This measure is inspired by the fact that biological neurons require more energy to transmit a spike than not to fire, and the activity of neurons in the brain is quite sparse, with only about 1% of neurons firing. In this letter, we investigate the energy complexity of recurrent networks, which counts the number of active neurons at any time instant of a computation. We prove that any deterministic finite automaton with m states can be simulated by a neural network of optimal size [Formula: see text] with the time overhead of [Formula: see text] per one input bit, using the energy O(e), for any e such that [Formula: see text] and e=O(s), which shows the time-energy trade-off in recurrent networks. In addition, for the time overhead [Formula: see text] satisfying [Formula: see text], we obtain the lower bound of [Formula: see text] on the energy of such a simulation for some constant c>0 and for infinitely many s." @default.
• W1978903553 created "2016-06-24" @default.
• W1978903553 creator A5061626476 @default.
• W1978903553 date "2014-05-01" @default.
• W1978903553 modified "2023-10-18" @default.
• W1978903553 title "Energy Complexity of Recurrent Neural Networks" @default.
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• W1978903553 doi "https://doi.org/10.1162/neco_a_00579" @default.
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