Model Capabilities

Use this table to check which backend implements a model, whether it has trainable parameters, and what level of benchmark evidence is available.

This page is generated by scripts/generate_capability_table.py.

Class	Architecture	Capability tier	Backend	Parameters	Native core	Evidence	Status
CartoBoostRegressor	gradient_boosted_oblivious_trees	stable_native	rust_native	tree_splits_leaf_values	True	real-data evidence	stable_native
CartoBoostClassifier	gradient_boosted_oblivious_trees_classifier	stable_native	rust_native	tree_splits_leaf_values	True	real-data evidence	stable_native
CartoBoostRanker	gradient_boosted_pairwise_ranker	stable_native	rust_native	tree_splits_leaf_values	True	real-data evidence	stable_native
AutoForecaster	native_auto_forecaster	stable_native	rust_native	lagged_booster_candidates	True	real-data evidence	stable_native
CartoBoostLagForecaster	native_lag_forecaster	stable_native	rust_native	lagged_booster_weights	True	real-data evidence	stable_native
DirectionalPairForecaster	pair_embedding_mlp	native_deep	rust_native	pair_embeddings_mlp_weights	True	synthetic claim evidence	native_deep
InvertedTemporalTransformer	inverted_transformer	shallow_neural	python_numpy	entity_token_projection	False	synthetic claim evidence	shallow_neural
PropagationDelayGraphForecaster	delay_aware_graph_transformer	native_deep	rust_native_with_python_facade	graph_delay_weights	True	synthetic claim evidence	native_deep
ConditionalFlowDistributionHead	conditional_residual_sampler	native_deep	rust_native	location_scale_ridge_weights	True	synthetic claim evidence	native_deep
ChoiceSetTransformer	choice_set_utility_softmax	native_deep	rust_native	utility_softmax_temperature	True	synthetic claim evidence	native_deep
GeoTemporalDiffusionScenarioModel	conditional_residual_diffusion	experimental	rust_native	scenario_noise_graph_diffusion	True	experimental only	experimental
GraphNeuralOperator	graph_neural_operator	experimental	rust_native	field_smoothing_operator_weights	True	experimental only	experimental
RegimeMoEForecaster	regime_moe	shallow_neural	python_numpy	expert_mixer_weights	False	synthetic claim evidence	shallow_neural
ResponseCurveModel	native_response_curve_utility	native_deep	rust_native	utility_response_weights	True	API contract only	native_deep
EventOutcomeModel	native_event_outcome_head	native_deep	rust_native	event_probability_weights	True	API contract only	native_deep
ServiceTimeResidualModel	native_service_residual_head	native_deep	rust_native	residual_correction_weights	True	API contract only	native_deep
ConstrainedDecisionOptimizer	native_constrained_candidate_optimizer	native_deep	rust_native	not_applicable_optimizer	True	API contract only	native_deep
TemporalEntityTransformer	inverted_transformer	shallow_neural	python_numpy	entity_token_projection	False	synthetic claim evidence	shallow_neural
InvertedEntityTransformer	inverted_transformer	shallow_neural	python_numpy	entity_token_projection	False	synthetic claim evidence	shallow_neural
SpatioTemporalGraphForecaster	delay_aware_graph_transformer	native_deep	rust_native_with_python_facade	graph_delay_weights	True	synthetic claim evidence	native_deep
DelayAwareGraphTransformer	delay_aware_graph_transformer	native_deep	rust_native_with_python_facade	graph_delay_weights	True	synthetic claim evidence	native_deep
DynamicAdjacencyTransformer	delay_aware_graph_transformer	native_deep	rust_native_with_python_facade	graph_delay_weights	True	synthetic claim evidence	native_deep
JointHorizonFlowHead	conditional_residual_sampler	native_deep	rust_native	location_scale_ridge_weights	True	synthetic claim evidence	native_deep
ResidualFlowCalibrator	conditional_residual_sampler	native_deep	rust_native	location_scale_ridge_weights	True	synthetic claim evidence	native_deep
UtilityNet	choice_set_utility_softmax	native_deep	rust_native	utility_softmax_temperature	True	synthetic claim evidence	native_deep
NestedChoiceHead	choice_set_utility_softmax	native_deep	rust_native	utility_softmax_temperature	True	synthetic claim evidence	native_deep
CounterfactualCandidateScorer	choice_set_utility_softmax	native_deep	rust_native	utility_softmax_temperature	True	synthetic claim evidence	native_deep
GeoTemporalMixtureOfExperts	regime_moe	shallow_neural	python_numpy	expert_mixer_weights	False	synthetic claim evidence	shallow_neural
PairRegimeRouter	regime_moe	shallow_neural	python_numpy	expert_mixer_weights	False	synthetic claim evidence	shallow_neural
EntityRegimeRouter	regime_moe	shallow_neural	python_numpy	expert_mixer_weights	False	synthetic claim evidence	shallow_neural
FlowScenarioGenerator	conditional_residual_diffusion	experimental	rust_native	scenario_noise_graph_diffusion	True	experimental only	experimental
ConditionalResidualDiffusion	conditional_residual_diffusion	experimental	rust_native	scenario_noise_graph_diffusion	True	experimental only	experimental
FourierGeoOperator	graph_neural_operator	experimental	rust_native	field_smoothing_operator_weights	True	experimental only	experimental
SpatioTemporalOperator	graph_neural_operator	experimental	rust_native	field_smoothing_operator_weights	True	experimental only	experimental
EntityPanelFrame	entity_panel_frame_schema	deterministic_python	python_validation_schema	not_applicable	False	API contract only	deterministic_python
DirectionalPairFrame	directional_pair_frame_schema	deterministic_python	python_validation_schema	not_applicable	False	API contract only	deterministic_python
GraphTemporalFrame	graph_temporal_frame_schema	deterministic_python	python_validation_schema	not_applicable	False	API contract only	deterministic_python
ResponseCurveFrame	response_curve_frame_schema	deterministic_python	python_validation_schema	not_applicable	False	API contract only	deterministic_python