Stochastic inference with deterministic spiking neurons

@article{Petrovici2013StochasticIW,
  title={Stochastic inference with deterministic spiking neurons},
  author={Mihai A. Petrovici and Johannes Bill and Ilja Bytschok and Johannes Schemmel and Karlheinz Meier},
  journal={CoRR},
  year={2013},
  volume={abs/1311.3211}
}
The seemingly stochastic transient dynamics of neocortical circuits observed in vivo have been hypothesized to represent a signature of ongoing stochastic inference. In vitro neurons, on the other hand, exhibit a highly deterministic response to various types of stimulation. We show that an ensemble of deterministic leaky integrate-and-fire neurons embedded in a spiking noisy environment can attain the correct firing statistics in order to sample from a well-defined target distribution. We… CONTINUE READING
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