| {"entries":{"a3-2VI332XG7MB5IUCS":{"config":{"algorithm":{"config":{"coef_box_mult":1.3884359699743,"label":null,"num_steps":5,"residual_cap_mult":7.558267804916},"path":"dpstats.tasks.linear_regression.algorithms.grid_exponential_mechanism:GridExponentialMechanism"},"label":"Grid EM, k2, tuned@\u03b5.3","transformations":[{"config":{"num_features":2,"selection_share":0.1412480453585},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.152030215141,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-33CJB6ICT25EUIMZ":{"config":{"algorithm":{"config":{"label":null,"learning_rate":0.0017753492199,"sparsity":10},"path":"dpstats.tasks.linear_regression.algorithms.tail_robust_dpgd:TailRobustSparseHuberIHT"},"label":"TR-IHT, tuned@\u03b5.3","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1251665370121,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-35XFI4K3TGVC7UBT":{"config":{"algorithm":{"config":{"label":null,"learning_rate":0.0250127702067,"sparsity":10},"path":"dpstats.tasks.linear_regression.algorithms.tail_robust_dpgd:TailRobustSparseHuberIHT"},"label":"TR-IHT, tuned@\u03b51","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1874464608356,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-3CAKERO2A37AAPTU":{"config":{"algorithm":{"config":{"failure_probability":0.05,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.adaops:AdaOPS"},"label":"AdaOPS, k2, whtnd, tuned@\u03b53","transformations":[{"config":{"bounds_share":0.1854260398551,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.0869104749826},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":2,"selection_share":0.0296411784339},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-3MLTQMIBYAQAUJZG":{"config":{"algorithm":{"config":{"gradient_tolerance":2.0123807e-06,"label":null,"objective_noise_ratio":1.3829944104996,"output_budget_fraction":0.01},"path":"dpstats.tasks.m_estimation.algorithms.approximate_minima_perturbation:AMP"},"label":"RobHyt AMP, tuned@\u03b510","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1854620675889,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{"k":1.5005332362251},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:RobHytResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-57HAU6YLAR6WQ4HV":{"config":{"algorithm":{"config":{"label":null,"m":"n_over_d"},"path":"dpstats.tasks.linear_regression.algorithms.tukey_em:TukeyEM"},"label":"TukeyEM, k2, tuned@\u03b53","transformations":[{"config":{"num_features":2,"selection_share":0.0200036519695},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0754432148113,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-6K6CEVZNUAJUTFFR":{"config":{"algorithm":{"config":{"failure_probability":0.05,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.adaptive_ssp:AdaSSP"},"label":"AdaSSP, k3, tuned@\u03b510","transformations":[{"config":{"num_features":3,"selection_share":0.0125069507542},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.189349733481,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-6L2INMURP5O54X3Q":{"config":{"algorithm":{"config":{"label":null,"num_steps":40,"tau":1.4122193675753},"path":"dpstats.tasks.simple_linear_regression.algorithms.dpgd:DPGD"},"label":"COI-only DPGD, tuned@\u03b53","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.coi_only_slr:COIOnlySLR"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-6O43XE6JTSD3TYI6":{"config":{"algorithm":{"config":{"label":null,"learning_rate_schedule":"inverse","num_rounds":148,"tau":0.0028557236297},"path":"dpstats.tasks.linear_regression.algorithms.boosted_adassp:BoostedAdaSSP"},"label":"BoostedAdaSSP, k8, tuned@\u03b5.3","transformations":[{"config":{"num_features":8,"selection_share":0.0656554284352},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1813998056274,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-6RYDEEITI4DCPLTU":{"config":{"algorithm":{"config":{"C_grad_clip":0.0801519690453,"eta":0.0010813850684,"iterate_aggregation":"polyak","label":null,"num_steps":5,"subsample_rate":0.9751254384995},"path":"dpstats.tasks.m_estimation.algorithms.dp_gradient_descent:DPSGD"},"label":"DP-SGD, k4, tuned@\u03b5.3","transformations":[{"config":{"num_features":4,"selection_share":0.0147768253096},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1108612525659,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{"loss":{"config":{},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:SquaredResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-6TM5JJYOW2J4JL6R":{"config":{"algorithm":{"config":{"alpha":2.0,"c":0.0281660784724,"label":null,"scale":65.5727054308163,"schedule":"polynomial","tau_over_gamma":null},"path":"dpstats.tasks.linear_regression.algorithms.one_pass_dpgd:OnePassDPGD"},"label":"1pass DPGD-P, k11, tuned@\u03b53","transformations":[{"config":{"num_features":11,"selection_share":0.0260481208919},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1645091556336,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-A7QVRKWN6JTSVS5L":{"config":{"algorithm":{"config":{"gradient_tolerance":0.0004094988186,"label":null,"objective_noise_ratio":1.260030563339,"output_budget_fraction":0.01},"path":"dpstats.tasks.m_estimation.algorithms.approximate_minima_perturbation:AMP"},"label":"Huber AMP, tuned@\u03b510","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1117112138767,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{"threshold":0.857201175519},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:HuberResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-BGJ7BJLMROYXK44I":{"config":{"algorithm":{"config":{"label":null,"num_iterations":3},"path":"dpstats.tasks.linear_regression.algorithms.iterative_hessian_mixing:IterativeHessianMixing"},"label":"IHM, k2, whtnd, tuned@\u03b51","transformations":[{"config":{"bounds_share":0.1967542139295,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.1282070016029},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":2,"selection_share":0.0258982968834},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-BHQE23TMDVGX55V7":{"config":{"algorithm":{"config":{"label":null,"regularization":314.35227385410553},"path":"dpstats.tasks.linear_regression.algorithms.ops_ptr:OPSPTR"},"label":"OPS-PTR, k2, whtnd, tuned@\u03b53","transformations":[{"config":{"bounds_share":0.1049098845096,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.3635416037784},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":2,"selection_share":0.0122737511887},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-BMPJNWZXY5MVI6UW":{"config":{"algorithm":{"config":{"C_grad_clip":0.0465494438521,"eta":0.0167252918446,"iterate_aggregation":"tail_average","label":null,"num_steps":171,"subsample_rate":0.0123594605275},"path":"dpstats.tasks.m_estimation.algorithms.dp_gradient_descent:DPSGD"},"label":"Huber DP-SGD, k5, tuned@\u03b5.3","transformations":[{"config":{"num_features":5,"selection_share":0.0714085280116},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0646030644197,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{"loss":{"config":{"threshold":1.4108928900415},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:HuberResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-BNLMFIYW3IBJSZRW":{"config":{"algorithm":{"config":{"C_grad_clip":1.1693571974904,"eta":0.1849968916797,"iterate_aggregation":"polyak","label":null,"num_steps":854,"subsample_rate":0.3240260178057},"path":"dpstats.tasks.m_estimation.algorithms.dp_gradient_descent:DPSGD"},"label":"Huber DP-SGD, tuned@\u03b510","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0820872616072,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{"threshold":1.8997265976535},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:HuberResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-BPOOALCMR5BXH3VE":{"config":{"algorithm":{"config":{"label":null},"path":"dpstats.tasks.linear_regression.algorithms.ssp:SSP"},"label":"SSP, k2, tuned@\u03b53","transformations":[{"config":{"num_features":2,"selection_share":0.1119425545519},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0677435017755,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-C6NHWGEJLEHQBWNP":{"config":{"algorithm":{"config":{"alpha":1.0,"c":0.1180884880885,"label":null,"scale":1.0287483175962,"schedule":"polynomial","tau_over_gamma":null},"path":"dpstats.tasks.linear_regression.algorithms.one_pass_dpgd:OnePassDPGD"},"label":"1pass DPGD-P, k9, tuned@\u03b5.3","transformations":[{"config":{"num_features":9,"selection_share":0.0199529820821},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0567375926476,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-CGCOVP756O35S3FY":{"config":{"algorithm":{"config":{"label":null},"path":"dpstats.tasks.linear_regression.algorithms.ssp:SSP"},"label":"SSP, k2, tuned@\u03b51","transformations":[{"config":{"num_features":2,"selection_share":0.0623851030589},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1611363099924,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-CHIGTNXV6BL3CK4R":{"config":{"algorithm":{"config":{"gradient_tolerance":2.36459681e-05,"label":null,"objective_noise_ratio":1.1959368645411,"output_budget_fraction":0.01},"path":"dpstats.tasks.m_estimation.algorithms.approximate_minima_perturbation:AMP"},"label":"Huber AMP, tuned@\u03b53","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0773139905948,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{"threshold":1.6428821961034},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:HuberResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-CNVVOCMJ3JM5QUOL":{"config":{"algorithm":{"config":{"label":null,"learning_rate":0.9076402243948},"path":"dpstats.tasks.linear_regression.algorithms.tail_robust_dpgd:TailRobustDPGD"},"label":"TR-DPGD, k13, whtnd, tuned@\u03b510","transformations":[{"config":{"bounds_share":0.1274963147761,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.1228909488106},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":13,"selection_share":0.0605658592235},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-D7NKBIUOVQZDCQMU":{"config":{"algorithm":{"config":{"label":null,"learning_rate":0.6317523702012},"path":"dpstats.tasks.linear_regression.algorithms.tail_robust_dpgd:TailRobustDPGD"},"label":"TR-DPGD, k2, tuned@\u03b5.3","transformations":[{"config":{"num_features":2,"selection_share":0.0893990298958},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1451748558915,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-DHSC7LBFDTKNBL5L":{"config":{"algorithm":{"config":{"gradient_tolerance":0.000364605298,"label":null,"objective_noise_ratio":1.2825586315446,"output_budget_fraction":0.01},"path":"dpstats.tasks.m_estimation.algorithms.approximate_minima_perturbation:AMP"},"label":"RobHyt AMP, k12, tuned@\u03b5.3","transformations":[{"config":{"num_features":12,"selection_share":0.0317233740783},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1898940513857,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{"loss":{"config":{"k":0.1245306923634},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:RobHytResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-DIAB5GAVN7DJVUWX":{"config":{"algorithm":{"config":{"label":null,"learning_rate":0.0029064148105,"sparsity":10},"path":"dpstats.tasks.linear_regression.algorithms.tail_robust_dpgd:TailRobustSparseHuberIHT"},"label":"TR-IHT, whtnd, tuned@\u03b53","transformations":[{"config":{"bounds_share":0.1480056129489,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.1758916834093},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-DTDZW7SM5Z4RFNHB":{"config":{"algorithm":{"config":{"gradient_tolerance":0.0001454769784,"label":null,"objective_noise_ratio":1.1069370152035,"output_budget_fraction":0.01},"path":"dpstats.tasks.m_estimation.algorithms.approximate_minima_perturbation:AMP"},"label":"RobHyt AMP, k6, tuned@\u03b51","transformations":[{"config":{"num_features":6,"selection_share":0.1786565431572},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0600504036718,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{"k":2.7643991043641},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:RobHytResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-EE6FE55EHTS6KVAI":{"config":{"algorithm":{"config":{"coefficient_radius":1.0,"curvature_lower_bound":0.4,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.efficient_ptr:EfficientPTR"},"label":"ePTR, k2, whtnd, tuned@\u03b510","transformations":[{"config":{"bounds_share":0.0869979473259,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.0684717108742},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":2,"selection_share":0.0126954310933},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-EKRNTTLOVWHRCJLC":{"config":{"algorithm":{"config":{"failure_probability":0.05,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.adaptive_ssp:AdaSSP"},"label":"AdaSSP, k2, tuned@\u03b53","transformations":[{"config":{"num_features":2,"selection_share":0.0450207171728},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1735716510179,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-F4KX2JTGD4MZZYAS":{"config":{"algorithm":{"config":{"gradient_tolerance":1.4397256e-06,"label":null,"objective_noise_ratio":1.3747294983051,"output_budget_fraction":0.01},"path":"dpstats.tasks.m_estimation.algorithms.approximate_minima_perturbation:AMP"},"label":"Huber AMP, k7, tuned@\u03b5.3","transformations":[{"config":{"num_features":7,"selection_share":0.1894854967484},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1333162526884,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{"loss":{"config":{"threshold":0.0589867236026},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:HuberResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-F73ANBSG3H3YD4RI":{"config":{"algorithm":{"config":{"label":null,"m":"n_over_d"},"path":"dpstats.tasks.linear_regression.algorithms.tukey_em:TukeyEM"},"label":"TukeyEM, k2, tuned@\u03b510","transformations":[{"config":{"num_features":2,"selection_share":0.0210451074808},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0570974044992,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-FMYH6CL65JTRL4IH":{"config":{"algorithm":{"config":{"C_grad_clip":0.315113299796,"eta":0.6504867174762,"iterate_aggregation":"polyak","label":null,"num_steps":433,"subsample_rate":0.0250120506947},"path":"dpstats.tasks.m_estimation.algorithms.dp_gradient_descent:DPSGD"},"label":"Huber DP-SGD, k4, tuned@\u03b51","transformations":[{"config":{"num_features":4,"selection_share":0.0477876333854},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1195326066882,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{"threshold":2.513272275977},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:HuberResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-FWRHO366N5WF6I5O":{"config":{"algorithm":{"config":{"failure_probability":0.05,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.adaptive_ssp:AdaSSP"},"label":"AdaSSP, k12, tuned@\u03b5.3","transformations":[{"config":{"num_features":12,"selection_share":0.0101599799361},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1571833191531,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-GRAIFHL2DFEWY5Z2":{"config":{"algorithm":{"config":{"coef_box_mult":0.1414233027219,"label":null,"num_steps":17,"residual_cap_mult":0.0102926899227},"path":"dpstats.tasks.linear_regression.algorithms.grid_exponential_mechanism:GridExponentialMechanism"},"label":"Grid EM, k2, whtnd, tuned@\u03b53","transformations":[{"config":{"bounds_share":0.0772858995183,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.1677237082393},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":2,"selection_share":0.1236717445055},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-GUSTN25HPPEO53NO":{"config":{"algorithm":{"config":{"coefficient_radius":1.0,"curvature_lower_bound":0.4,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.efficient_ptr:EfficientPTR"},"label":"ePTR, k3, whtnd, tuned@\u03b53","transformations":[{"config":{"bounds_share":0.0987433119296,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.0596586968738},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":3,"selection_share":0.0114827040945},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-HLRALEJQIDKHFEO7":{"config":{"algorithm":{"config":{"failure_probability":0.05,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.adaops:AdaOPS"},"label":"AdaOPS, k5, tuned@\u03b5.3","transformations":[{"config":{"num_features":5,"selection_share":0.1617071719224},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1952247868647,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-HX74VLMD5EYJV3M5":{"config":{"algorithm":{"config":{"gradient_tolerance":3.46062512e-05,"label":null,"objective_noise_ratio":1.154806757245,"output_budget_fraction":0.01},"path":"dpstats.tasks.m_estimation.algorithms.approximate_minima_perturbation:AMP"},"label":"RobHyt AMP, k15, tuned@\u03b53","transformations":[{"config":{"num_features":15,"selection_share":0.0479869432898},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1852558332818,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{"k":1.6544114787273},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:RobHytResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-IE2LO6D7VSYDMYHB":{"config":{"algorithm":{"config":{"label":null,"num_iterations":9},"path":"dpstats.tasks.linear_regression.algorithms.iterative_hessian_mixing:IterativeHessianMixing"},"label":"IHM, k6, tuned@\u03b510","transformations":[{"config":{"num_features":6,"selection_share":0.0143301799607},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1243929638192,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-IONW25J3K3IK7FW7":{"config":{"algorithm":{"config":{"label":null,"num_iterations":16},"path":"dpstats.tasks.linear_regression.algorithms.iterative_hessian_mixing:IterativeHessianMixing"},"label":"IHM, k3, tuned@\u03b5.3","transformations":[{"config":{"num_features":3,"selection_share":0.1334880725465},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1233162500203,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-JQNW7DCMCCTZPO6R":{"config":{"algorithm":{"config":{"alpha":null,"c":0.8919389070721,"label":null,"scale":4.2442496816145,"schedule":"harmonic","tau_over_gamma":8.8054887424957},"path":"dpstats.tasks.linear_regression.algorithms.one_pass_dpgd:OnePassDPGD"},"label":"1pass DPGD-H, k3, whtnd, tuned@\u03b510","transformations":[{"config":{"bounds_share":0.1463307248402,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.080051659144},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":3,"selection_share":0.0427936519789},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-JUXXJTLNWMAQVW3J":{"config":{"algorithm":{"config":{"coefficient_radius":1.0,"curvature_lower_bound":0.4,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.efficient_ptr:EfficientPTR"},"label":"ePTR, k12, whtnd, tuned@\u03b5.3","transformations":[{"config":{"bounds_share":0.0590078649226,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.1872147473628},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":12,"selection_share":0.0635729849766},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-JWBIRVJI5NKUOAWL":{"config":{"algorithm":{"config":{"label":null,"learning_rate_schedule":"inverse","num_rounds":1,"tau":0.1962993305064},"path":"dpstats.tasks.linear_regression.algorithms.boosted_adassp:BoostedAdaSSP"},"label":"BoostedAdaSSP, k3, tuned@\u03b53","transformations":[{"config":{"num_features":3,"selection_share":0.0233330094948},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.116683538765,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-JYPBX7D7X6PRSCR4":{"config":{"algorithm":{"config":{"label":null,"learning_rate":0.9610981278854},"path":"dpstats.tasks.linear_regression.algorithms.tail_robust_dpgd:TailRobustDPGD"},"label":"TR-DPGD, k10, tuned@\u03b53","transformations":[{"config":{"num_features":10,"selection_share":0.0111864022306},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1275669539392,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-K6ABHYH6WZGQXUEK":{"config":{"algorithm":{"config":{"label":null},"path":"dpstats.tasks.linear_regression.algorithms.projected_ols:ProjectedOLS"},"label":"Projected OLS, k9, tuned@\u03b5.3","transformations":[{"config":{"num_features":9,"selection_share":0.1444715439056},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1797974355414,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-KDDZ65LE42PVQOVP":{"config":{"algorithm":{"config":{"label":null,"regularization":1731.4435881037655},"path":"dpstats.tasks.linear_regression.algorithms.ops_ptr:OPSPTR"},"label":"OPS-PTR, k5, tuned@\u03b51","transformations":[{"config":{"num_features":5,"selection_share":0.1655424942005},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1656647130481,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-KE742HCGCFHGQJSE":{"config":{"algorithm":{"config":{"C_grad_clip":0.3644759007295,"eta":0.0822360483212,"iterate_aggregation":"last","label":null,"num_steps":227,"subsample_rate":0.1177595307942},"path":"dpstats.tasks.m_estimation.algorithms.dp_gradient_descent:DPSGD"},"label":"DP-SGD, k2, tuned@\u03b51","transformations":[{"config":{"num_features":2,"selection_share":0.0257157950115},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0634993098786,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{"loss":{"config":{},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:SquaredResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-KZFUEHL7DBM3CF3S":{"config":{"algorithm":{"config":{"failure_probability":0.05,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.adaops:AdaOPS"},"label":"AdaOPS, k4, tuned@\u03b51","transformations":[{"config":{"num_features":4,"selection_share":0.1952260917851},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1148866983201,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-L7PTG3RAD4OBEQ2L":{"config":{"algorithm":{"config":{"C_grad_clip":1.7820464420225,"eta":0.1053663905882,"iterate_aggregation":"polyak","label":null,"num_steps":964,"subsample_rate":0.4723537816959},"path":"dpstats.tasks.m_estimation.algorithms.dp_gradient_descent:DPSGD"},"label":"DP-SGD, k17, whtnd, tuned@\u03b510","transformations":[{"config":{"bounds_share":0.0690259877885,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.3945077200634},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":17,"selection_share":0.1819794889677},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:SquaredResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-LK3XEO4XUMLFTOO4":{"config":{"algorithm":{"config":{"label":null,"learning_rate_schedule":"inverse","num_rounds":17,"tau":8.0897503e-05},"path":"dpstats.tasks.linear_regression.algorithms.boosted_adassp:BoostedAdaSSP"},"label":"BoostedAdaSSP, k9, tuned@\u03b51","transformations":[{"config":{"num_features":9,"selection_share":0.0110430442623},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1182990515277,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-LQUMJWWADQVCZHKS":{"config":{"algorithm":{"config":{"label":null,"learning_rate_schedule":"inverse","num_rounds":1530,"tau":1.6168225663629},"path":"dpstats.tasks.linear_regression.algorithms.boosted_adassp:BoostedAdaSSP"},"label":"BoostedAdaSSP, k3, tuned@\u03b510","transformations":[{"config":{"num_features":3,"selection_share":0.0106066247058},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.082082152073,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-LTKIUKRY5JWDDVFK":{"config":{"algorithm":{"config":{"label":null},"path":"dpstats.tasks.linear_regression.algorithms.projected_ols:ProjectedOLS"},"label":"Projected OLS, k2, tuned@\u03b510","transformations":[{"config":{"num_features":2,"selection_share":0.0758246863275},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0829236960714,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-MOLPLJVUPZZA2C6N":{"config":{"algorithm":{"config":{"batch_size":22,"covariate_moment_bound":1.0,"domain_size":1.0,"failure_probability":0.01,"label":null,"learning_rate_multiplier":0.0155842186489,"stat_sample_size":5,"tail_exponent":0.5},"path":"dpstats.tasks.linear_regression.algorithms.dp_ambssgd:DPAMBSSGD"},"label":"DP-AMBSSGD, tuned@\u03b5.3","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1789383860524,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-O65FEPXDP4KZ5KIS":{"config":{"algorithm":{"config":{"alpha":null,"c":0.0292817092601,"label":null,"scale":1.6311392111599,"schedule":"harmonic","tau_over_gamma":85.4777106346475},"path":"dpstats.tasks.linear_regression.algorithms.one_pass_dpgd:OnePassDPGD"},"label":"1pass DPGD-H, k4, tuned@\u03b51","transformations":[{"config":{"num_features":4,"selection_share":0.0283098402519},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0615202676205,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-OU5PXIH64RB2KYRV":{"config":{"algorithm":{"config":{"label":null,"num_steps":80,"tau":1.5768989839941},"path":"dpstats.tasks.simple_linear_regression.algorithms.dpgd:DPGD"},"label":"COI-only DPGD, tuned@\u03b510","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.coi_only_slr:COIOnlySLR"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-OX6M5IFJOXK7IFIR":{"config":{"algorithm":{"config":{"gradient_tolerance":7.10764829e-05,"label":null,"objective_noise_ratio":1.2992532337054,"output_budget_fraction":0.01},"path":"dpstats.tasks.m_estimation.algorithms.approximate_minima_perturbation:AMP"},"label":"Huber AMP, k6, tuned@\u03b51","transformations":[{"config":{"num_features":6,"selection_share":0.1638538591677},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0956953595035,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{"threshold":0.8347160122958},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:HuberResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-PG634DJ53SK624MA":{"config":{"algorithm":{"config":{"label":null},"path":"dpstats.tasks.linear_regression.algorithms.projected_ols:ProjectedOLS"},"label":"Projected OLS, k2, tuned@\u03b51","transformations":[{"config":{"num_features":2,"selection_share":0.0248006919198},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1935345655869,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-QGHUONWRCJ4EATJ5":{"config":{"algorithm":{"config":{"label":null},"path":"dpstats.tasks.linear_regression.algorithms.ssp:SSP"},"label":"SSP, k4, tuned@\u03b510","transformations":[{"config":{"num_features":4,"selection_share":0.1952260917851},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1148866983201,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-QHNAUUVSOWUC2USK":{"config":{"algorithm":{"config":{"alpha":2.0,"c":0.0904696430018,"label":null,"scale":2.1888088303818,"schedule":"polynomial","tau_over_gamma":null},"path":"dpstats.tasks.linear_regression.algorithms.one_pass_dpgd:OnePassDPGD"},"label":"1pass DPGD-P, k17, tuned@\u03b51","transformations":[{"config":{"num_features":17,"selection_share":0.1524057860917},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1861057068718,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-QRB64ZOSBE6J2LYN":{"config":{"algorithm":{"config":{"label":null,"learning_rate":0.8382045638538},"path":"dpstats.tasks.linear_regression.algorithms.tail_robust_dpgd:TailRobustDPGD"},"label":"TR-DPGD, k8, tuned@\u03b51","transformations":[{"config":{"num_features":8,"selection_share":0.0380897667833},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1925317092126,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-QYBBZ2YYKNB7DABQ":{"config":{"algorithm":{"config":{"coef_box_mult":1.6728338431301,"label":null,"num_steps":9,"residual_cap_mult":2.7151046810966},"path":"dpstats.tasks.linear_regression.algorithms.grid_exponential_mechanism:GridExponentialMechanism"},"label":"Grid EM, k2, tuned@\u03b510","transformations":[{"config":{"num_features":2,"selection_share":0.0304019682759},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0537779922031,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-RDXYAGPNO6WM6PYJ":{"config":{"algorithm":{"config":{"alpha":null,"c":0.0387408063697,"label":null,"scale":1.4186484250862,"schedule":"harmonic","tau_over_gamma":25.2794417513517},"path":"dpstats.tasks.linear_regression.algorithms.one_pass_dpgd:OnePassDPGD"},"label":"1pass DPGD-H, k18, tuned@\u03b5.3","transformations":[{"config":{"num_features":18,"selection_share":0.1178743232824},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0609915697458,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-RDZJGHY3S5WMUQV7":{"config":{"algorithm":{"config":{"label":null,"regularization":42.94634835155532},"path":"dpstats.tasks.linear_regression.algorithms.ops_ptr:OPSPTR"},"label":"OPS-PTR, k2, whtnd, tuned@\u03b510","transformations":[{"config":{"bounds_share":0.0519442088103,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.1435183821053},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":2,"selection_share":0.0198028996198},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-RIVYIIKGSKUJLUOQ":{"config":{"algorithm":{"config":{"label":null,"num_steps":40,"tau":1.2033976346459},"path":"dpstats.tasks.simple_linear_regression.algorithms.dpgd:DPGD"},"label":"COI-only DPGD, tuned@\u03b5.3","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.coi_only_slr:COIOnlySLR"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-RWUEVTMQTREPBMUQ":{"config":{"algorithm":{"config":{"batch_size":10,"covariate_moment_bound":1.0,"domain_size":1.0,"failure_probability":0.01,"label":null,"learning_rate_multiplier":0.0121733555912,"stat_sample_size":5,"tail_exponent":0.5},"path":"dpstats.tasks.linear_regression.algorithms.dp_ambssgd:DPAMBSSGD"},"label":"DP-AMBSSGD, tuned@\u03b51","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0575935402652,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-SDN457YJ4NAX5GID":{"config":{"algorithm":{"config":{"alpha":null,"c":0.1785083063329,"label":null,"scale":19.1114436655739,"schedule":"harmonic","tau_over_gamma":25.4811626301279},"path":"dpstats.tasks.linear_regression.algorithms.one_pass_dpgd:OnePassDPGD"},"label":"1pass DPGD-H, k13, whtnd, tuned@\u03b53","transformations":[{"config":{"bounds_share":0.1472705511244,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.0808099941877},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":13,"selection_share":0.0179582805735},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-TR3U4GRALAONSUVX":{"config":{"algorithm":{"config":{"coef_box_mult":0.1542810057604,"label":null,"num_steps":19,"residual_cap_mult":0.0316032177725},"path":"dpstats.tasks.linear_regression.algorithms.grid_exponential_mechanism:GridExponentialMechanism"},"label":"Grid EM, k2, whtnd, tuned@\u03b51","transformations":[{"config":{"bounds_share":0.1791314957708,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.2137761333479},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":2,"selection_share":0.0222169140762},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-TX77IZBVMTQWS3VW":{"config":{"algorithm":{"config":{"failure_probability":0.05,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.adaops:AdaOPS"},"label":"AdaOPS, k2, tuned@\u03b510","transformations":[{"config":{"num_features":2,"selection_share":0.0450207171728},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1735716510179,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-VROYLG5SSPQQFCF5":{"config":{"algorithm":{"config":{"label":null,"learning_rate":0.0323467763835,"sparsity":10},"path":"dpstats.tasks.linear_regression.algorithms.tail_robust_dpgd:TailRobustSparseHuberIHT"},"label":"TR-IHT, whtnd, tuned@\u03b510","transformations":[{"config":{"bounds_share":0.1177050520958,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.1606440694595},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-VTOUNPUCI54DEUE7":{"config":{"algorithm":{"config":{"failure_probability":0.05,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.adaptive_ssp:AdaSSP"},"label":"AdaSSP, k2, tuned@\u03b51","transformations":[{"config":{"num_features":2,"selection_share":0.0924580948349},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.163082387101,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-W3WAN7EJYG6HIKCW":{"config":{"algorithm":{"config":{"label":null,"m":"n_over_d"},"path":"dpstats.tasks.linear_regression.algorithms.tukey_em:TukeyEM"},"label":"TukeyEM, k3, tuned@\u03b51","transformations":[{"config":{"num_features":3,"selection_share":0.0138927207784},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0510133083258,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-WDOD7FAGQERPZ3SI":{"config":{"algorithm":{"config":{"coefficient_radius":1.0,"curvature_lower_bound":0.4,"label":null},"path":"dpstats.tasks.linear_regression.algorithms.efficient_ptr:EfficientPTR"},"label":"ePTR, whtnd, tuned@\u03b51","transformations":[{"config":{"bounds_share":0.0696647186384,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.0647383000523},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-WFDSMSD3LMRO44QD":{"config":{"algorithm":{"config":{"C_grad_clip":2.4303580216805,"eta":0.0975407276719,"iterate_aggregation":"polyak","label":null,"num_steps":851,"subsample_rate":0.3950947125351},"path":"dpstats.tasks.m_estimation.algorithms.dp_gradient_descent:DPSGD"},"label":"DP-SGD, k14, whtnd, tuned@\u03b53","transformations":[{"config":{"bounds_share":0.0813695359672,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.0784009009937},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":14,"selection_share":0.0119257540215},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:SquaredResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-WV4NCKBT5CKKEQQN":{"config":{"algorithm":{"config":{"label":null,"regularization":7176.3145008366455},"path":"dpstats.tasks.linear_regression.algorithms.ops_ptr:OPSPTR"},"label":"OPS-PTR, k2, tuned@\u03b5.3","transformations":[{"config":{"num_features":2,"selection_share":0.0965978502292},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1690533389956,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-WYCJV7LQ3HZY7PP7":{"config":{"algorithm":{"config":{"label":null,"num_iterations":2},"path":"dpstats.tasks.linear_regression.algorithms.iterative_hessian_mixing:IterativeHessianMixing"},"label":"IHM, k6, whtnd, tuned@\u03b53","transformations":[{"config":{"bounds_share":0.1476777043222,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.0651399807315},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":6,"selection_share":0.0759011691209},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-XVKRGQK4QJ2TAKHM":{"config":{"algorithm":{"config":{"batch_size":39,"covariate_moment_bound":1.0,"domain_size":1.0,"failure_probability":0.01,"label":null,"learning_rate_multiplier":9.5031537643261,"stat_sample_size":6,"tail_exponent":0.5},"path":"dpstats.tasks.linear_regression.algorithms.dp_ambssgd:DPAMBSSGD"},"label":"DP-AMBSSGD, tuned@\u03b53,10","transformations":[{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1572465977812,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-YMFZG7ONA3DZAJ4M":{"config":{"algorithm":{"config":{"alpha":0.5,"c":0.7585950544566,"label":null,"scale":19.5542147115009,"schedule":"polynomial","tau_over_gamma":null},"path":"dpstats.tasks.linear_regression.algorithms.one_pass_dpgd:OnePassDPGD"},"label":"1pass DPGD-P, k5, whtnd, tuned@\u03b510","transformations":[{"config":{"bounds_share":0.1019937523138,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.0585092960533},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":5,"selection_share":0.0826673851542},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-YUW2BFHSDKZZIE3Y":{"config":{"algorithm":{"config":{"label":null,"m":"n_over_d"},"path":"dpstats.tasks.linear_regression.algorithms.tukey_em:TukeyEM"},"label":"TukeyEM, k2, tuned@\u03b5.3","transformations":[{"config":{"num_features":2,"selection_share":0.0235540452591},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.0611684379346,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-Z4N2QOTVP23WJJ76":{"config":{"algorithm":{"config":{"label":null},"path":"dpstats.tasks.linear_regression.algorithms.ssp:SSP"},"label":"SSP, k2, tuned@\u03b5.3","transformations":[{"config":{"num_features":2,"selection_share":0.0235241580788},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{"bounds_share":0.1906488786691,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.linear_regression.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"}]},"path":"dpstats.algorithm:CompositeAlgorithm"},"a3-Z5P7BQUGWPY3W4RF":{"config":{"algorithm":{"config":{"C_grad_clip":0.7903369587159,"eta":0.7073701854135,"iterate_aggregation":"tail_average","label":null,"num_steps":32,"subsample_rate":0.8913572540465},"path":"dpstats.tasks.m_estimation.algorithms.dp_gradient_descent:DPSGD"},"label":"Huber DP-SGD, k6, whtnd, tuned@\u03b53","transformations":[{"config":{"bounds_share":0.0721000185911,"num_bins":64,"scale":1.0},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:ApproxBounds"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.domain:Standardize"},{"config":{"preparation_share":0.0754590700503},"path":"dpstats.tasks.single_coefficient_estimation.transformations.dp_whitening:DPWhitening"},{"config":{"num_features":6,"selection_share":0.0663745970206},"path":"dpstats.tasks.single_coefficient_estimation.transformations.kendall_selection:DPKendall"},{"config":{},"path":"dpstats.tasks.single_coefficient_estimation.transformations.linear_regression:ToLinearRegression"},{"config":{},"path":"dpstats.tasks.linear_regression.transformations.domain:Standardize"},{"config":{"loss":{"config":{"threshold":1.271071755786},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:HuberResidualLoss"},"parameter_radius":null},"path":"dpstats.tasks.linear_regression.transformations.m_estimation:ToMEstimation"}]},"path":"dpstats.algorithm:CompositeAlgorithm"}},"kind":"algorithm","task":"single_coefficient_estimation"} | |