Index

_

__init__() (ConceptGrounding method), [1] (ConceptLibrary method), [1] (CounterfactualAnalyzer method), [1] (CounterfactualResult method), [1] (FeatureGrounder method), [1] (FeatureInfo method), [1] (ImpactAssessment method), [1] (ImpactMetrics method), [1] (InterventionManager method), [1] (PrototypeInfo method), [1] (TverskyProjectionLayer method), [1] (TverskySimilarityLayer method), [1] (XORBenchmark method) (XORConfig method) (XORResult method)

A

accuracy_history (XORResult attribute) activation_correlation (ConceptGrounding attribute), [1], [2], [3] add_concept() (ConceptLibrary method), [1] (FeatureGrounder method), [1]

alpha (TverskyProjectionLayer attribute), [1] analyze_decision_boundary() (CounterfactualAnalyzer method), [1] analyze_results() (XORBenchmark method) assess_feature_impact() (ImpactAssessment method), [1] assess_prototype_impact() (ImpactAssessment method), [1]

B

beta (TverskyProjectionLayer attribute), [1]

bias (TverskyProjectionLayer attribute), [1]

C

compute_feature_membership() (in module verskyt.core.similarity), [1] compute_salience() (in module verskyt.core.similarity), [1] concept_description (ConceptGrounding attribute), [1], [2], [3] concept_name (ConceptGrounding attribute), [1], [2], [3] ConceptGrounding (class in verskyt.interventions.grounding), [1] ConceptLibrary (class in verskyt.interventions.grounding), [1] concepts (ConceptLibrary attribute), [1], [2], [3]

confidence (ConceptGrounding attribute), [1], [2], [3] confidence_change (CounterfactualResult attribute), [1], [2], [3] (ImpactMetrics attribute), [1], [2], [3] converged (XORResult attribute) convergence_threshold (XORConfig attribute) CounterfactualAnalyzer (class in verskyt.interventions.analysis), [1] CounterfactualResult (class in verskyt.interventions.analysis), [1]

D

difference_method (XORResult attribute)

difference_methods (XORConfig attribute) DifferenceReduction (class in verskyt.core.similarity), [1]

E

effect_size (ImpactMetrics attribute), [1], [2], [3] epochs (XORConfig attribute)

explain_parameter() (FeatureGrounder method), [1] extra_repr() (TverskyProjectionLayer method), [1]

F

feature_activation_change (ImpactMetrics attribute), [1], [2], [3] feature_bank (TverskyProjectionLayer attribute), [1] feature_count (XORResult attribute) feature_counts (XORConfig attribute) feature_index (FeatureInfo attribute), [1], [2], [3] feature_init (XORConfig attribute) (XORResult attribute)

FeatureGrounder (class in verskyt.interventions.grounding), [1] FeatureInfo (class in verskyt.interventions.manager), [1] final_accuracy (XORResult attribute) final_loss (XORResult attribute) find_feature_counterfactuals() (CounterfactualAnalyzer method), [1] find_prototype_counterfactuals() (CounterfactualAnalyzer method), [1] forward() (TverskyProjectionLayer method), [1] (TverskySimilarityLayer method), [1]

G

generate_model_explanation() (FeatureGrounder method), [1] get_concept() (ConceptLibrary method), [1] get_feature() (InterventionManager method), [1] (TverskyProjectionLayer method), [1] get_grounding() (FeatureGrounder method), [1] get_intervention_history() (InterventionManager method), [1] get_layer_info() (InterventionManager method), [1]

get_prototype() (InterventionManager method), [1] (TverskyProjectionLayer method), [1] GMEAN (IntersectionReduction attribute), [1], [2], [3] ground_feature_manually() (FeatureGrounder method), [1] ground_features_by_activation() (FeatureGrounder method), [1] ground_prototype_manually() (FeatureGrounder method), [1] ground_prototypes_by_similarity() (FeatureGrounder method), [1] grounding_method (ConceptGrounding attribute), [1], [2], [3]

I

IGNOREMATCH (DifferenceReduction attribute), [1], [2], [3] ImpactAssessment (class in verskyt.interventions.analysis), [1] ImpactMetrics (class in verskyt.interventions.analysis), [1] initialize_for_xor() (in module verskyt.utils.initializers) input_perturbation_norm (CounterfactualResult attribute), [1], [2], [3]

intersection_method (XORResult attribute) intersection_methods (XORConfig attribute) IntersectionReduction (class in verskyt.core.similarity), [1] intervention_description (CounterfactualResult attribute), [1], [2], [3] InterventionManager (class in verskyt.interventions.manager), [1]

L

layer_name (ConceptGrounding attribute), [1], [2], [3] (FeatureInfo attribute), [1], [2], [3] (PrototypeInfo attribute), [1], [2], [3] layer_names (InterventionManager property), [1] layer_ref (FeatureInfo attribute), [1], [2], [3] (PrototypeInfo attribute), [1], [2], [3]

learning_rate (XORConfig attribute) list_concepts() (ConceptLibrary method), [1] list_features() (InterventionManager method), [1] list_groundings() (FeatureGrounder method), [1] list_prototypes() (InterventionManager method), [1] loss_history (XORResult attribute)

M

MAX (IntersectionReduction attribute), [1], [2], [3] MEAN (IntersectionReduction attribute), [1], [2], [3] MIN (IntersectionReduction attribute), [1], [2], [3] modified_input (CounterfactualResult attribute), [1], [2], [3] modified_output (CounterfactualResult attribute), [1], [2], [3] modified_prediction (CounterfactualResult attribute), [1], [2], [3] modify_feature() (InterventionManager method), [1] modify_prototype() (InterventionManager method), [1]

module verskyt.benchmarks.xor_suite verskyt.core.similarity verskyt.interventions.analysis verskyt.interventions.grounding verskyt.interventions.manager verskyt.layers.projection verskyt.utils.initializers verskyt.visualizations.plotting

N

norm (FeatureInfo property), [1] (PrototypeInfo property), [1]

normalization (XORConfig attribute) normalize (XORResult attribute) num_layers (InterventionManager property), [1]

O

original_input (CounterfactualResult attribute), [1], [2], [3] original_output (CounterfactualResult attribute), [1], [2], [3] original_prediction (CounterfactualResult attribute), [1], [2], [3]

output_change_norm (CounterfactualResult attribute), [1], [2], [3] output_correlation (ImpactMetrics attribute), [1], [2], [3] output_distance (ImpactMetrics attribute), [1], [2], [3]

P

parameter_index (ConceptGrounding attribute), [1], [2], [3] parameter_type (ConceptGrounding attribute), [1], [2], [3] plot_prototype_space() (in module verskyt.visualizations.plotting), [1] prediction_change_rate (ImpactMetrics attribute), [1], [2], [3] PRODUCT (IntersectionReduction attribute), [1], [2], [3]

prototype_index (PrototypeInfo attribute), [1], [2], [3] prototype_init (XORConfig attribute) (XORResult attribute) PrototypeInfo (class in verskyt.interventions.manager), [1] prototypes (TverskyProjectionLayer attribute), [1]

R

random_seeds (XORConfig attribute) remove_grounding() (FeatureGrounder method), [1] reset_parameters() (TverskyProjectionLayer method), [1] (TverskySimilarityLayer method), [1]

reset_to_original() (InterventionManager method), [1] run_benchmark() (XORBenchmark method) run_fast_xor_benchmark() (in module verskyt.benchmarks.xor_suite) run_full_xor_replication() (in module verskyt.benchmarks.xor_suite) run_single_experiment() (XORBenchmark method)

S

seed (XORResult attribute) semantic_coherence (ConceptGrounding attribute), [1], [2], [3] sensitivity_analysis() (ImpactAssessment method), [1] set_feature() (TverskyProjectionLayer method), [1] set_prototype() (TverskyProjectionLayer method), [1] shape (FeatureInfo property), [1] (PrototypeInfo property), [1]

significance (ImpactMetrics attribute), [1], [2], [3] similarity_score_change (ImpactMetrics attribute), [1], [2], [3] smart_init() (in module verskyt.utils.initializers) SOFTMIN (IntersectionReduction attribute), [1], [2], [3] SUBSTRACTMATCH (DifferenceReduction attribute), [1], [2], [3] success (CounterfactualResult attribute), [1], [2], [3] summary() (InterventionManager method), [1]

T

total_runs (XORConfig property) training_time (XORResult attribute) tversky_contrast_similarity() (in module verskyt.core.similarity), [1]

tversky_similarity() (in module verskyt.core.similarity), [1] TverskyProjectionLayer (class in verskyt.layers.projection), [1] TverskySimilarityLayer (class in verskyt.layers.projection), [1]

U

uniform_init() (in module verskyt.utils.initializers)

V

validate_groundings() (FeatureGrounder method), [1] validation_samples (ConceptGrounding attribute), [1], [2], [3] vector (FeatureInfo attribute), [1], [2], [3] (PrototypeInfo attribute), [1], [2], [3] verskyt.benchmarks.xor_suite module verskyt.core.similarity module verskyt.interventions.analysis module verskyt.interventions.grounding module

verskyt.interventions.manager module verskyt.layers.projection module verskyt.utils.initializers module verskyt.visualizations.plotting module visual_similarity (ConceptGrounding attribute), [1], [2], [3] visualize_prototypes_as_data() (in module verskyt.visualizations.plotting), [1]

W

weight (TverskyProjectionLayer property), [1]

X

xavier_uniform_init() (in module verskyt.utils.initializers) XORBenchmark (class in verskyt.benchmarks.xor_suite)

XORConfig (class in verskyt.benchmarks.xor_suite) XORResult (class in verskyt.benchmarks.xor_suite)