ContinualLearningStrategy

quantrs2_ml::continual_learning

Enum ContinualLearningStrategy 

Source 
pub enum ContinualLearningStrategy {
    ElasticWeightConsolidation {
        importance_weight: f64,
        fisher_samples: usize,
    },
    ProgressiveNetworks {
        lateral_connections: bool,
        adaptation_layers: usize,
    },
    ExperienceReplay {
        buffer_size: usize,
        replay_ratio: f64,
        memory_selection: MemorySelectionStrategy,
    },
    ParameterIsolation {
        allocation_strategy: ParameterAllocationStrategy,
        growth_threshold: f64,
    },
    GradientEpisodicMemory {
        memory_strength: f64,
        violation_threshold: f64,
    },
    LearningWithoutForgetting {
        distillation_weight: f64,
        temperature: f64,
    },
    QuantumRegularization {
        entanglement_preservation: f64,
        parameter_drift_penalty: f64,
    },
}
Expand description

Continual learning strategies for quantum models

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ElasticWeightConsolidation

Elastic Weight Consolidation (EWC) for quantum circuits

Fields

§importance_weight: f64
§fisher_samples: usize
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ProgressiveNetworks

Progressive Neural Networks with quantum modules

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§lateral_connections: bool
§adaptation_layers: usize
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ExperienceReplay

Memory replay with episodic buffer

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§buffer_size: usize
§replay_ratio: f64
§memory_selection: MemorySelectionStrategy
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ParameterIsolation

Parameter isolation and expansion

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§allocation_strategy: ParameterAllocationStrategy
§growth_threshold: f64
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GradientEpisodicMemory

Gradient episodic memory

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§memory_strength: f64
§violation_threshold: f64
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LearningWithoutForgetting

Learning without forgetting (LwF)

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§distillation_weight: f64
§temperature: f64
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QuantumRegularization

Quantum-specific regularization

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§entanglement_preservation: f64
§parameter_drift_penalty: f64

Trait Implementations§

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impl Clone for ContinualLearningStrategy

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fn clone(&self) -> ContinualLearningStrategy

Returns a duplicate of the value. Read more
1.0.0 · Source§

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

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

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

Formats the value using the given formatter. Read more

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