Stochastic Resonance — LIF Neuron

A subthreshold signal is undetectable alone. Adding the right amount of noise enables the leaky integrate-and-fire neuron to fire in sync with the signal — noise helps!

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Spikes/s
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Sync score
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Threshold

Leaky integrate-and-fire: τ dV/dt = −V + I_signal + η(t). Fires when V reaches threshold (1.0), resets to 0. The signal alone is subthreshold. Stochastic resonance: SNR peaks at optimal noise — neither too quiet nor too loud.