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Regarding the relationship between decay and reset in neuron behavior #364

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darprin opened this issue Feb 12, 2025 · 0 comments

darprin commented Feb 12, 2025 •

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Considering the original behavior of a neuron,
Shouldn't the membrane potential decay after a reset?

To maintain the existing code as much as possible,
the issue can be fixed as follows.

Original:

def base_sub(self, input):
return self.base_state_function(input) - self.reset * self.threshold

Modified:

def base_sub(self, input):
return self.base_state_function(input) - self.beta.clamp(0, 1) * self.reset * self.threshold

darprin changed the title ~~Bugs on snn.Leaky class~~ A bug on snn.Leaky class

darprin changed the title ~~A bug on snn.Leaky class~~ Regarding the relationship between decay and reset in neuron behavior

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