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MetaPlasticNeuron

sc_neurocore_engine::neurons::ai_optimized

Struct MetaPlasticNeuron 

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pub struct MetaPlasticNeuron {
    pub v: f64,
    pub error_trace: f64,
    pub expected_reward: f64,
    pub tau: f64,
    pub tau_meta: f64,
    pub theta: f64,
    pub lr0: f64,
    pub kappa: f64,
    pub target_error: f64,
    pub dt: f64,
}
Expand description

Neuron with self-regulating meta-learning rate. error_trace adapts learning speed: high error → learn faster, low error → stabilize.

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§v: f64§error_trace: f64§expected_reward: f64§tau: f64§tau_meta: f64§theta: f64§lr0: f64§kappa: f64§target_error: f64§dt: f64

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impl MetaPlasticNeuron

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pub fn new() -> Self

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pub fn step(&mut self, current: f64) -> i32

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pub fn update_meta(&mut self, reward: f64)

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pub fn meta_lr(&self) -> f64

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pub fn reset(&mut self)

Trait Implementations§

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impl Clone for MetaPlasticNeuron

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fn clone(&self) -> MetaPlasticNeuron

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for MetaPlasticNeuron

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl Default for MetaPlasticNeuron

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fn default() -> Self

Returns the “default value” for a type. Read more

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impl<T> Any for T
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fn borrow(&self) -> &T

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impl<T> BorrowMut<T> for T
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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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impl<T> From<T> for T

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Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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