├── README.md ├── matlab ├── README.md ├── breast_cancer_experiment.m ├── datasets │ ├── breast_cancer_scale.mat │ └── usps_resampled.mat ├── figures │ ├── figure_two_a.fig │ ├── figure_two_a.pdf │ ├── figure_two_b.fig │ ├── figure_two_b.pdf │ ├── figure_two_c.fig │ └── figure_two_c.pdf ├── lib │ ├── log_reg │ │ ├── E_log_p.m │ │ ├── E_log_p_mc.m │ │ ├── GaussVarApproxFactorGradientGLM.m │ │ ├── GaussVarApproxHessian_alg2.m │ │ ├── LogisticLossGN.m │ │ ├── baseline_infer.m │ │ ├── call_log_reg.m │ │ ├── chol_log_reg.m │ │ ├── get_data_log_reg.m │ │ ├── get_loss.m │ │ ├── get_loss_sampling.m │ │ ├── likErf.m │ │ ├── likLogistic.m │ │ └── logistic_link.m │ ├── methods │ │ ├── mf_exact.m │ │ └── my_methods.m │ ├── supportPackages │ │ ├── gpml │ │ │ ├── .octaverc │ │ │ ├── Copyright │ │ │ ├── README │ │ │ ├── cov │ │ │ │ ├── covADD.m │ │ │ │ ├── covConst.m │ │ │ │ ├── covCos.m │ │ │ │ ├── covDiscrete.m │ │ │ │ ├── covEye.m │ │ │ │ ├── covFITC.m │ │ │ │ ├── covGaborard.m │ │ │ │ ├── covGaboriso.m │ │ │ │ ├── covGrid.m │ │ │ │ ├── covLIN.m │ │ │ │ ├── covLINard.m │ │ │ │ ├── covLINiso.m │ │ │ │ ├── covLINone.m │ │ │ │ ├── covMask.m │ │ │ │ ├── covMaternard.m │ │ │ │ ├── covMaterniso.m │ │ │ │ ├── covNNone.m │ │ │ │ ├── covNoise.m │ │ │ │ ├── covPERard.m │ │ │ │ ├── covPERiso.m │ │ │ │ ├── covPPard.m │ │ │ │ ├── covPPiso.m │ │ │ │ ├── covPeriodic.m │ │ │ │ ├── covPeriodicNoDC.m │ │ │ │ ├── covPoly.m │ │ │ │ ├── covPref.m │ │ │ │ ├── covProd.m │ │ │ │ ├── covRQard.m │ │ │ │ ├── covRQiso.m │ │ │ │ ├── covSEard.m │ │ │ │ ├── covSEfact.m │ │ │ │ ├── covSEiso.m │ │ │ │ ├── covSEisoU.m │ │ │ │ ├── covSEvlen.m │ │ │ │ ├── covSM.m │ │ │ │ ├── covScale.m │ │ │ │ └── covSum.m │ │ │ ├── covFunctions.m │ │ │ ├── doc │ │ │ │ ├── README │ │ │ │ ├── changelog │ │ │ │ ├── checkmark.png │ │ │ │ ├── demoClassification.m │ │ │ │ ├── demoGrid.m │ │ │ │ ├── demoRegression.m │ │ │ │ ├── f1.gif │ │ │ │ ├── f2.gif │ │ │ │ ├── f3.gif │ │ │ │ ├── f4.gif │ │ │ │ ├── f5.gif │ │ │ │ ├── f6.gif │ │ │ │ ├── f7.gif │ │ │ │ ├── f8.gif │ │ │ │ ├── f9.png │ │ │ │ ├── gpml_randn.m │ │ │ │ ├── index.html │ │ │ │ ├── manual.pdf │ │ │ │ ├── style.css │ │ │ │ ├── usageClassification.m │ │ │ │ ├── usageCov.m │ │ │ │ ├── usageLik.m │ │ │ │ ├── usageMean.m │ │ │ │ ├── usagePrior.m │ │ │ │ ├── usageRegression.m │ │ │ │ └── usageSampling.m │ │ │ ├── gp.m │ │ │ ├── inf │ │ │ │ ├── infEP.m │ │ │ │ ├── infExact.m │ │ │ │ ├── infFITC.m │ │ │ │ ├── infFITC_EP.m │ │ │ │ ├── infFITC_Laplace.m │ │ │ │ ├── infGrid.m │ │ │ │ ├── infGrid_Laplace.m │ │ │ │ ├── infKL.m │ │ │ │ ├── infKL_init.m │ │ │ │ ├── infKL_sKL.m │ │ │ │ ├── infKL_sprox.m │ │ │ │ ├── infKL_sprox_pcg.m │ │ │ │ ├── infLOO.m │ │ │ │ ├── infLaplace.m │ │ │ │ ├── infMCMC.m │ │ │ │ ├── infPrior.m │ │ │ │ └── infVB.m │ │ │ ├── infMethods.m │ │ │ ├── lik │ │ │ │ ├── likBeta.m │ │ │ │ ├── likErf.m │ │ │ │ ├── likExp.m │ │ │ │ ├── likGamma.m │ │ │ │ ├── likGauss.m │ │ │ │ ├── likGaussWarp.m │ │ │ │ ├── likGumbel.m │ │ │ │ ├── likInvGauss.m │ │ │ │ ├── likLaplace.m │ │ │ │ ├── likLogistic.m │ │ │ │ ├── likMix.m │ │ │ │ ├── likNegBinom.m │ │ │ │ ├── likPoisson.m │ │ │ │ ├── likSech2.m │ │ │ │ ├── likT.m │ │ │ │ ├── likUni.m │ │ │ │ └── likWeibull.m │ │ │ ├── likFunctions.m │ │ │ ├── mean │ │ │ │ ├── meanConst.m │ │ │ │ ├── meanDiscrete.m │ │ │ │ ├── meanGP.m │ │ │ │ ├── meanGPexact.m │ │ │ │ ├── meanLinear.m │ │ │ │ ├── meanMask.m │ │ │ │ ├── meanNN.m │ │ │ │ ├── meanOne.m │ │ │ │ ├── meanPoly.m │ │ │ │ ├── meanPow.m │ │ │ │ ├── meanPref.m │ │ │ │ ├── meanProd.m │ │ │ │ ├── meanScale.m │ │ │ │ ├── meanSum.m │ │ │ │ └── meanZero.m │ │ │ ├── meanFunctions.m │ │ │ ├── prior │ │ │ │ ├── priorClamped.m │ │ │ │ ├── priorClampedMulti.m │ │ │ │ ├── priorDelta.m │ │ │ │ ├── priorDeltaMulti.m │ │ │ │ ├── priorGamma.m │ │ │ │ ├── priorGauss.m │ │ │ │ ├── priorGaussMulti.m │ │ │ │ ├── priorInvGauss.m │ │ │ │ ├── priorLaplace.m │ │ │ │ ├── priorLaplaceMulti.m │ │ │ │ ├── priorLogNormal.m │ │ │ │ ├── priorMix.m │ │ │ │ ├── priorSmoothBox1.m │ │ │ │ ├── priorSmoothBox2.m │ │ │ │ ├── priorT.m │ │ │ │ ├── priorTMulti.m │ │ │ │ ├── priorTransform.m │ │ │ │ └── priorWeibull.m │ │ │ ├── priorDistributions.m │ │ │ ├── startup.m │ │ │ ├── test_sparse.m │ │ │ └── util │ │ │ │ ├── E_log_p.m │ │ │ │ ├── binaryEPGP.m │ │ │ │ ├── binaryGP.m │ │ │ │ ├── binaryLaplaceGP.m │ │ │ │ ├── brentmin.m │ │ │ │ ├── compute_nlz.m │ │ │ │ ├── cov_deriv_sq_dist.m │ │ │ │ ├── elsympol.m │ │ │ │ ├── gauher.m │ │ │ │ ├── glm_invlink_exp.m │ │ │ │ ├── glm_invlink_expexp.m │ │ │ │ ├── glm_invlink_logistic.m │ │ │ │ ├── glm_invlink_logit.m │ │ │ │ ├── gpr.m │ │ │ │ ├── lbfgsb.m │ │ │ │ ├── lbfgsb │ │ │ │ ├── LICENSE │ │ │ │ ├── Makefile │ │ │ │ ├── README │ │ │ │ ├── array.h │ │ │ │ ├── arrayofmatrices.cpp │ │ │ │ ├── arrayofmatrices.h │ │ │ │ ├── blas.f │ │ │ │ ├── lbfgsb.cpp │ │ │ │ ├── linpack.f │ │ │ │ ├── matlabexception.cpp │ │ │ │ ├── matlabexception.h │ │ │ │ ├── matlabmatrix.cpp │ │ │ │ ├── matlabmatrix.h │ │ │ │ ├── matlabprogram.cpp │ │ │ │ ├── matlabprogram.h │ │ │ │ ├── matlabscalar.cpp │ │ │ │ ├── matlabscalar.h │ │ │ │ ├── matlabstring.cpp │ │ │ │ ├── matlabstring.h │ │ │ │ ├── program.cpp │ │ │ │ ├── program.h │ │ │ │ ├── solver_2_4.f │ │ │ │ ├── solver_3_0.f │ │ │ │ └── timer.f │ │ │ │ ├── likKL.m │ │ │ │ ├── lik_epquad.m │ │ │ │ ├── logphi.m │ │ │ │ ├── logsumexp2.m │ │ │ │ ├── make.m │ │ │ │ ├── minimize.m │ │ │ │ ├── minimize_lbfgsb.m │ │ │ │ ├── minimize_lbfgsb_gradfun.m │ │ │ │ ├── minimize_lbfgsb_objfun.m │ │ │ │ ├── minimize_v1.m │ │ │ │ ├── minimize_v2.m │ │ │ │ ├── rewrap.m │ │ │ │ ├── sampling_E.m │ │ │ │ ├── solve_chol.c │ │ │ │ ├── solve_chol.m │ │ │ │ ├── sq_dist.m │ │ │ │ └── unwrap.m │ │ └── minFunc │ │ │ ├── .dropbox.attr │ │ │ ├── ArmijoBacktrack.m │ │ │ ├── WolfeLineSearch.m │ │ │ ├── autoGrad.m │ │ │ ├── autoHess.m │ │ │ ├── autoHv.m │ │ │ ├── autoTensor.m │ │ │ ├── callOutput.m │ │ │ ├── conjGrad.m │ │ │ ├── dampedUpdate.m │ │ │ ├── example_minFunc.m │ │ │ ├── example_minFunc_LR.m │ │ │ ├── isLegal.m │ │ │ ├── lbfgs.m │ │ │ ├── lbfgsC.c │ │ │ ├── lbfgsC.mexa64 │ │ │ ├── lbfgsC.mexglx │ │ │ ├── lbfgsC.mexmac │ │ │ ├── lbfgsC.mexmaci │ │ │ ├── lbfgsC.mexmaci64 │ │ │ ├── lbfgsC.mexw32 │ │ │ ├── lbfgsC.mexw64 │ │ │ ├── lbfgsUpdate.m │ │ │ ├── logistic │ │ │ ├── .dropbox.attr │ │ │ ├── LogisticDiagPrecond.m │ │ │ ├── LogisticHv.m │ │ │ ├── LogisticLoss.m │ │ │ ├── mexutil.c │ │ │ ├── mexutil.h │ │ │ ├── mylogsumexp.m │ │ │ ├── repmatC.c │ │ │ ├── repmatC.dll │ │ │ ├── repmatC.mexglx │ │ │ └── repmatC.mexmac │ │ │ ├── mchol.m │ │ │ ├── mcholC.c │ │ │ ├── mcholC.mexmaci64 │ │ │ ├── mcholC.mexw32 │ │ │ ├── mcholC.mexw64 │ │ │ ├── mcholinc.m │ │ │ ├── minFunc.m │ │ │ ├── minFunc1.m │ │ │ ├── minFunc_processInputOptions.m │ │ │ ├── polyinterp.m │ │ │ ├── precondDiag.m │ │ │ ├── precondTriu.m │ │ │ ├── precondTriuDiag.m │ │ │ ├── rosenbrock.m │ │ │ └── taylorModel.m │ └── utils │ │ ├── KL.m │ │ ├── colvec.m │ │ ├── combinator.m │ │ ├── funObj_mfvi_exact.m │ │ ├── gaussProb.m │ │ ├── gen_box_plot.m │ │ ├── generate_splits.m │ │ ├── get_expt_params.m │ │ ├── logdet.m │ │ ├── logsumexpPMTK.m │ │ ├── myProcessOptions.m │ │ ├── packcovariance.m │ │ ├── plot_gaussian_ellipsoid.m │ │ ├── repmatC.m │ │ ├── rowvec.m │ │ ├── run_experiment.m │ │ ├── setSeed.m │ │ ├── sigmoid.m │ │ ├── tight_subplot.m │ │ ├── tightfig.m │ │ └── unpackcovariance.m ├── plotting │ ├── make_fig_two_a.m │ ├── make_fig_two_b.m │ └── make_fig_two_c.m ├── toy_example.m └── usps_experiment.m ├── pytorch ├── README.md ├── examples │ └── binary_classification.py ├── mnist_code │ ├── README.md │ ├── animations │ │ ├── layer1_batchsize1.gif │ │ ├── layer1_batchsize10.gif │ │ ├── layer1_batchsize100.gif │ │ ├── layer2_batchsize1.gif │ │ ├── layer2_batchsize10.gif │ │ └── layer2_batchsize100.gif │ ├── experiments.py │ ├── produce_gifs.py │ ├── results │ │ └── results.zip │ ├── run_experiments.py │ └── visualize_results.ipynb ├── setup.py ├── uci_code │ ├── README.md │ ├── bayesopt.py │ ├── experiments.py │ ├── experiments_cv.py │ ├── plots │ │ ├── uci_legend-page-001.jpg │ │ ├── uci_legend.pdf │ │ ├── uci_rmse_boston-page-001.jpg │ │ ├── uci_rmse_boston.pdf │ │ ├── uci_rmse_concrete-page-001.jpg │ │ ├── uci_rmse_concrete.pdf │ │ ├── uci_rmse_energy-page-001.jpg │ │ ├── uci_rmse_energy.pdf │ │ ├── uci_rmse_kin8nm-page-001.jpg │ │ ├── uci_rmse_kin8nm.pdf │ │ ├── uci_rmse_naval-page-001.jpg │ │ ├── uci_rmse_naval.pdf │ │ ├── uci_rmse_powerplant-page-001.jpg │ │ ├── uci_rmse_powerplant.pdf │ │ ├── uci_rmse_wine-page-001.jpg │ │ ├── uci_rmse_wine.pdf │ │ ├── uci_rmse_yacht-page-001.jpg │ │ └── uci_rmse_yacht.pdf │ ├── produce_plots.py │ ├── produce_table.py │ ├── results │ │ └── results.zip │ └── run_experiments.py ├── vadam │ ├── __init__.py │ ├── data │ │ ├── australian_presplit │ │ │ ├── australian_scale_X_te.csv │ │ │ ├── australian_scale_X_tr.csv │ │ │ ├── australian_scale_y_te.csv │ │ │ └── australian_scale_y_tr.csv │ │ ├── bostonHousing │ │ │ ├── data.txt │ │ │ ├── index_features.txt │ │ │ ├── index_target.txt │ │ │ ├── index_test_0.txt │ │ │ ├── index_test_1.txt │ │ │ ├── index_test_10.txt │ │ │ ├── index_test_11.txt │ │ │ ├── index_test_12.txt │ │ │ ├── index_test_13.txt │ │ │ ├── index_test_14.txt │ │ │ ├── index_test_15.txt │ │ │ ├── index_test_16.txt │ │ │ ├── index_test_17.txt │ │ │ ├── index_test_18.txt │ │ │ ├── index_test_19.txt │ │ │ ├── index_test_2.txt │ │ │ ├── index_test_3.txt │ │ │ ├── index_test_4.txt │ │ │ ├── index_test_5.txt │ │ │ ├── index_test_6.txt │ │ │ ├── index_test_7.txt │ │ │ ├── index_test_8.txt │ │ │ ├── index_test_9.txt │ │ │ ├── index_train_0.txt │ │ │ ├── index_train_1.txt │ │ │ ├── index_train_10.txt │ │ │ ├── index_train_11.txt │ │ │ ├── index_train_12.txt │ │ │ ├── index_train_13.txt │ │ │ ├── index_train_14.txt │ │ │ ├── index_train_15.txt │ │ │ ├── index_train_16.txt │ │ │ ├── index_train_17.txt │ │ │ ├── index_train_18.txt │ │ │ ├── index_train_19.txt │ │ │ ├── index_train_2.txt │ │ │ ├── index_train_3.txt │ │ │ ├── index_train_4.txt │ │ │ ├── index_train_5.txt │ │ │ ├── index_train_6.txt │ │ │ ├── index_train_7.txt │ │ │ ├── index_train_8.txt │ │ │ ├── index_train_9.txt │ │ │ ├── n_epochs.txt │ │ │ ├── n_hidden.txt │ │ │ ├── n_splits.txt │ │ │ └── split_data_train_test.py │ │ ├── breast_cancer_scale_presplit │ │ │ ├── breast_cancer_scale_X_te.csv │ │ │ ├── breast_cancer_scale_X_tr.csv │ │ │ ├── breast_cancer_scale_y_te.csv │ │ │ └── breast_cancer_scale_y_tr.csv │ │ ├── concrete │ │ │ ├── data.txt │ │ │ ├── index_features.txt │ │ │ ├── index_target.txt │ │ │ ├── index_test_0.txt │ │ │ ├── index_test_1.txt │ │ │ ├── index_test_10.txt │ │ │ ├── index_test_11.txt │ │ │ ├── index_test_12.txt │ │ │ ├── index_test_13.txt │ │ │ ├── index_test_14.txt │ │ │ ├── index_test_15.txt │ │ │ ├── index_test_16.txt │ │ │ ├── index_test_17.txt │ │ │ ├── index_test_18.txt │ │ │ ├── index_test_19.txt │ │ │ ├── index_test_2.txt │ │ │ ├── index_test_3.txt │ │ │ ├── index_test_4.txt │ │ │ ├── index_test_5.txt │ │ │ ├── index_test_6.txt │ │ │ ├── index_test_7.txt │ │ │ ├── index_test_8.txt │ │ │ ├── index_test_9.txt │ │ │ ├── index_train_0.txt │ │ │ ├── index_train_1.txt │ │ │ ├── index_train_10.txt │ │ │ ├── index_train_11.txt │ │ │ ├── index_train_12.txt │ │ │ ├── index_train_13.txt │ │ │ ├── index_train_14.txt │ │ │ ├── index_train_15.txt │ │ │ ├── index_train_16.txt │ │ │ ├── index_train_17.txt │ │ │ ├── index_train_18.txt │ │ │ ├── index_train_19.txt │ │ │ ├── index_train_2.txt │ │ │ ├── index_train_3.txt │ │ │ ├── index_train_4.txt │ │ │ ├── index_train_5.txt │ │ │ ├── index_train_6.txt │ │ │ ├── index_train_7.txt │ │ │ ├── index_train_8.txt │ │ │ ├── index_train_9.txt │ │ │ ├── n_epochs.txt │ │ │ ├── n_hidden.txt │ │ │ ├── n_splits.txt │ │ │ └── split_data_train_test.py │ │ ├── energy │ │ │ ├── data.txt │ │ │ ├── index_features.txt │ │ │ ├── index_target.txt │ │ │ ├── index_test_0.txt │ │ │ ├── index_test_1.txt │ │ │ ├── index_test_10.txt │ │ │ ├── index_test_11.txt │ │ │ ├── index_test_12.txt │ │ │ ├── index_test_13.txt │ │ │ ├── index_test_14.txt │ │ │ ├── index_test_15.txt │ │ │ ├── index_test_16.txt │ │ │ ├── index_test_17.txt │ │ │ ├── index_test_18.txt │ │ │ ├── index_test_19.txt │ │ │ ├── index_test_2.txt │ │ │ ├── index_test_3.txt │ │ │ ├── index_test_4.txt │ │ │ ├── index_test_5.txt │ │ │ ├── index_test_6.txt │ │ │ ├── index_test_7.txt │ │ │ ├── index_test_8.txt │ │ │ ├── index_test_9.txt │ │ │ ├── index_train_0.txt │ │ │ ├── index_train_1.txt │ │ │ ├── index_train_10.txt │ │ │ ├── index_train_11.txt │ │ │ ├── index_train_12.txt │ │ │ ├── index_train_13.txt │ │ │ ├── index_train_14.txt │ │ │ ├── index_train_15.txt │ │ │ ├── index_train_16.txt │ │ │ ├── index_train_17.txt │ │ │ ├── index_train_18.txt │ │ │ ├── index_train_19.txt │ │ │ ├── index_train_2.txt │ │ │ ├── index_train_3.txt │ │ │ ├── index_train_4.txt │ │ │ ├── index_train_5.txt │ │ │ ├── index_train_6.txt │ │ │ ├── index_train_7.txt │ │ │ ├── index_train_8.txt │ │ │ ├── index_train_9.txt │ │ │ ├── n_epochs.txt │ │ │ ├── n_hidden.txt │ │ │ ├── n_splits.txt │ │ │ └── split_data_train_test.py │ │ ├── kin8nm │ │ │ ├── data.txt │ │ │ ├── index_features.txt │ │ │ ├── index_target.txt │ │ │ ├── index_test_0.txt │ │ │ ├── index_test_1.txt │ │ │ ├── index_test_10.txt │ │ │ ├── index_test_11.txt │ │ │ ├── index_test_12.txt │ │ │ ├── index_test_13.txt │ │ │ ├── index_test_14.txt │ │ │ ├── index_test_15.txt │ │ │ ├── index_test_16.txt │ │ │ ├── index_test_17.txt │ │ │ ├── index_test_18.txt │ │ │ ├── index_test_19.txt │ │ │ ├── index_test_2.txt │ │ │ ├── index_test_3.txt │ │ │ ├── index_test_4.txt │ │ │ ├── index_test_5.txt │ │ │ ├── index_test_6.txt │ │ │ ├── index_test_7.txt │ │ │ ├── index_test_8.txt │ │ │ ├── index_test_9.txt │ │ │ ├── index_train_0.txt │ │ │ ├── index_train_1.txt │ │ │ ├── index_train_10.txt │ │ │ ├── index_train_11.txt │ │ │ ├── index_train_12.txt │ │ │ ├── index_train_13.txt │ │ │ ├── index_train_14.txt │ │ │ ├── index_train_15.txt │ │ │ ├── index_train_16.txt │ │ │ ├── index_train_17.txt │ │ │ ├── index_train_18.txt │ │ │ ├── index_train_19.txt │ │ │ ├── index_train_2.txt │ │ │ ├── index_train_3.txt │ │ │ ├── index_train_4.txt │ │ │ ├── index_train_5.txt │ │ │ ├── index_train_6.txt │ │ │ ├── index_train_7.txt │ │ │ ├── index_train_8.txt │ │ │ ├── index_train_9.txt │ │ │ ├── n_epochs.txt │ │ │ ├── n_hidden.txt │ │ │ ├── n_splits.txt │ │ │ └── split_data_train_test.py │ │ ├── naval-propulsion-plant │ │ │ ├── data.txt │ │ │ ├── index_features.txt │ │ │ ├── index_target.txt │ │ │ ├── index_test_0.txt │ │ │ ├── index_test_1.txt │ │ │ ├── index_test_10.txt │ │ │ ├── index_test_11.txt │ │ │ ├── index_test_12.txt │ │ │ ├── index_test_13.txt │ │ │ ├── index_test_14.txt │ │ │ ├── index_test_15.txt │ │ │ ├── index_test_16.txt │ │ │ ├── index_test_17.txt │ │ │ ├── index_test_18.txt │ │ │ ├── index_test_19.txt │ │ │ ├── index_test_2.txt │ │ │ ├── index_test_3.txt │ │ │ ├── index_test_4.txt │ │ │ ├── index_test_5.txt │ │ │ ├── index_test_6.txt │ │ │ ├── index_test_7.txt │ │ │ ├── index_test_8.txt │ │ │ ├── index_test_9.txt │ │ │ ├── index_train_0.txt │ │ │ ├── index_train_1.txt │ │ │ ├── index_train_10.txt │ │ │ ├── index_train_11.txt │ │ │ ├── index_train_12.txt │ │ │ ├── index_train_13.txt │ │ │ ├── index_train_14.txt │ │ │ ├── index_train_15.txt │ │ │ ├── index_train_16.txt │ │ │ ├── index_train_17.txt │ │ │ ├── index_train_18.txt │ │ │ ├── index_train_19.txt │ │ │ ├── index_train_2.txt │ │ │ ├── index_train_3.txt │ │ │ ├── index_train_4.txt │ │ │ ├── index_train_5.txt │ │ │ ├── index_train_6.txt │ │ │ ├── index_train_7.txt │ │ │ ├── index_train_8.txt │ │ │ ├── index_train_9.txt │ │ │ ├── n_epochs.txt │ │ │ ├── n_hidden.txt │ │ │ ├── n_splits.txt │ │ │ └── split_data_train_test.py │ │ ├── power-plant │ │ │ ├── data.txt │ │ │ ├── index_features.txt │ │ │ ├── index_target.txt │ │ │ ├── index_test_0.txt │ │ │ ├── index_test_1.txt │ │ │ ├── index_test_10.txt │ │ │ ├── index_test_11.txt │ │ │ ├── index_test_12.txt │ │ │ ├── index_test_13.txt │ │ │ ├── index_test_14.txt │ │ │ ├── index_test_15.txt │ │ │ ├── index_test_16.txt │ │ │ ├── index_test_17.txt │ │ │ ├── index_test_18.txt │ │ │ ├── index_test_19.txt │ │ │ ├── index_test_2.txt │ │ │ ├── index_test_3.txt │ │ │ ├── index_test_4.txt │ │ │ ├── index_test_5.txt │ │ │ ├── index_test_6.txt │ │ │ ├── index_test_7.txt │ │ │ ├── index_test_8.txt │ │ │ ├── index_test_9.txt │ │ │ ├── index_train_0.txt │ │ │ ├── index_train_1.txt │ │ │ ├── index_train_10.txt │ │ │ ├── index_train_11.txt │ │ │ ├── index_train_12.txt │ │ │ ├── index_train_13.txt │ │ │ ├── index_train_14.txt │ │ │ ├── index_train_15.txt │ │ │ ├── index_train_16.txt │ │ │ ├── index_train_17.txt │ │ │ ├── index_train_18.txt │ │ │ ├── index_train_19.txt │ │ │ ├── index_train_2.txt │ │ │ ├── index_train_3.txt │ │ │ ├── index_train_4.txt │ │ │ ├── index_train_5.txt │ │ │ ├── index_train_6.txt │ │ │ ├── index_train_7.txt │ │ │ ├── index_train_8.txt │ │ │ ├── index_train_9.txt │ │ │ ├── n_epochs.txt │ │ │ ├── n_hidden.txt │ │ │ ├── n_splits.txt │ │ │ └── split_data_train_test.py │ │ ├── wine-quality-red │ │ │ ├── data.txt │ │ │ ├── index_features.txt │ │ │ ├── index_target.txt │ │ │ ├── index_test_0.txt │ │ │ ├── index_test_1.txt │ │ │ ├── index_test_10.txt │ │ │ ├── index_test_11.txt │ │ │ ├── index_test_12.txt │ │ │ ├── index_test_13.txt │ │ │ ├── index_test_14.txt │ │ │ ├── index_test_15.txt │ │ │ ├── index_test_16.txt │ │ │ ├── index_test_17.txt │ │ │ ├── index_test_18.txt │ │ │ ├── index_test_19.txt │ │ │ ├── index_test_2.txt │ │ │ ├── index_test_3.txt │ │ │ ├── index_test_4.txt │ │ │ ├── index_test_5.txt │ │ │ ├── index_test_6.txt │ │ │ ├── index_test_7.txt │ │ │ ├── index_test_8.txt │ │ │ ├── index_test_9.txt │ │ │ ├── index_train_0.txt │ │ │ ├── index_train_1.txt │ │ │ ├── index_train_10.txt │ │ │ ├── index_train_11.txt │ │ │ ├── index_train_12.txt │ │ │ ├── index_train_13.txt │ │ │ ├── index_train_14.txt │ │ │ ├── index_train_15.txt │ │ │ ├── index_train_16.txt │ │ │ ├── index_train_17.txt │ │ │ ├── index_train_18.txt │ │ │ ├── index_train_19.txt │ │ │ ├── index_train_2.txt │ │ │ ├── index_train_3.txt │ │ │ ├── index_train_4.txt │ │ │ ├── index_train_5.txt │ │ │ ├── index_train_6.txt │ │ │ ├── index_train_7.txt │ │ │ ├── index_train_8.txt │ │ │ ├── index_train_9.txt │ │ │ ├── n_epochs.txt │ │ │ ├── n_hidden.txt │ │ │ ├── n_splits.txt │ │ │ └── split_data_train_test.py │ │ └── yacht │ │ │ ├── data.txt │ │ │ ├── index_features.txt │ │ │ ├── index_target.txt │ │ │ ├── index_test_0.txt │ │ │ ├── index_test_1.txt │ │ │ ├── index_test_10.txt │ │ │ ├── index_test_11.txt │ │ │ ├── index_test_12.txt │ │ │ ├── index_test_13.txt │ │ │ ├── index_test_14.txt │ │ │ ├── index_test_15.txt │ │ │ ├── index_test_16.txt │ │ │ ├── index_test_17.txt │ │ │ ├── index_test_18.txt │ │ │ ├── index_test_19.txt │ │ │ ├── index_test_2.txt │ │ │ ├── index_test_3.txt │ │ │ ├── index_test_4.txt │ │ │ ├── index_test_5.txt │ │ │ ├── index_test_6.txt │ │ │ ├── index_test_7.txt │ │ │ ├── index_test_8.txt │ │ │ ├── index_test_9.txt │ │ │ ├── index_train_0.txt │ │ │ ├── index_train_1.txt │ │ │ ├── index_train_10.txt │ │ │ ├── index_train_11.txt │ │ │ ├── index_train_12.txt │ │ │ ├── index_train_13.txt │ │ │ ├── index_train_14.txt │ │ │ ├── index_train_15.txt │ │ │ ├── index_train_16.txt │ │ │ ├── index_train_17.txt │ │ │ ├── index_train_18.txt │ │ │ ├── index_train_19.txt │ │ │ ├── index_train_2.txt │ │ │ ├── index_train_3.txt │ │ │ ├── index_train_4.txt │ │ │ ├── index_train_5.txt │ │ │ ├── index_train_6.txt │ │ │ ├── index_train_7.txt │ │ │ ├── index_train_8.txt │ │ │ ├── index_train_9.txt │ │ │ ├── n_epochs.txt │ │ │ ├── n_hidden.txt │ │ │ ├── n_splits.txt │ │ │ └── split_data_train_test.py │ ├── data_classes │ │ ├── classification │ │ │ ├── australian_presplit.py │ │ │ └── breast_cancer_presplit.py │ │ └── regression │ │ │ ├── boston_presplit.py │ │ │ ├── concrete_presplit.py │ │ │ ├── energy_presplit.py │ │ │ ├── kin8nm_presplit.py │ │ │ ├── naval_presplit.py │ │ │ ├── powerplant_presplit.py │ │ │ ├── wine_presplit.py │ │ │ └── yacht_presplit.py │ ├── datasets.py │ ├── metrics.py │ ├── models.py │ ├── optimizers.py │ └── utils.py └── vogn_code │ ├── README.md │ ├── animations │ ├── mc1.gif │ └── mc16.gif │ ├── experiments.py │ ├── plots │ ├── plot_bs128_mc16_legend-page-001.jpg │ ├── plot_bs128_mc16_legend.pdf │ ├── plot_bs1_mc1-page-001.jpg │ ├── plot_bs1_mc1.pdf │ ├── plot_bs1_mc16-page-001.jpg │ └── plot_bs1_mc16.pdf │ ├── produce_gifs.py │ ├── produce_plots.py │ ├── results │ └── results.zip │ └── run_experiments.py └── tensorflow_RL ├── ActorNetworkEpsilon.py ├── ActorNetworkNoNoise.py ├── CriticNetwork.py ├── DDPG.py ├── README.md ├── Replay_buffer.py ├── plot_halfcheetah.py └── result ├── HalfCheetah-v1.pdf ├── HalfCheetah-v1.png ├── HalfCheetah-v1 ├── ADAM │ ├── adam_lr0.0001_seed0_test_reward.npy │ ├── adam_lr0.0001_seed1_test_reward.npy │ ├── adam_lr0.0001_seed2_test_reward.npy │ ├── adam_lr0.0001_seed3_test_reward.npy │ └── adam_lr0.0001_seed4_test_reward.npy ├── NOISE+ADAM │ ├── noise+adam_precinit10000_lr0.0001_lrs0.01_seed0_test_reward.npy │ ├── noise+adam_precinit10000_lr0.0001_lrs0.01_seed1_test_reward.npy │ ├── noise+adam_precinit10000_lr0.0001_lrs0.01_seed2_test_reward.npy │ ├── noise+adam_precinit10000_lr0.0001_lrs0.01_seed3_test_reward.npy │ └── noise+adam_precinit10000_lr0.0001_lrs0.01_seed4_test_reward.npy ├── NOISE+SGD │ ├── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed0_test_reward.npy │ ├── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed1_test_reward.npy │ ├── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed2_test_reward.npy │ ├── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed3_test_reward.npy │ └── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed4_test_reward.npy ├── SGD │ ├── sgd_lr0.0001_seed0_test_reward.npy │ ├── sgd_lr0.0001_seed1_test_reward.npy │ ├── sgd_lr0.0001_seed2_test_reward.npy │ ├── sgd_lr0.0001_seed3_test_reward.npy │ └── sgd_lr0.0001_seed4_test_reward.npy ├── VADAGRAD │ ├── vadagrad_precinit10000_lr0.01_gammaII0.99_seed0_test_reward.npy │ ├── vadagrad_precinit10000_lr0.01_gammaII0.99_seed1_test_reward.npy │ ├── vadagrad_precinit10000_lr0.01_gammaII0.99_seed2_test_reward.npy │ ├── vadagrad_precinit10000_lr0.01_gammaII0.99_seed3_test_reward.npy │ └── vadagrad_precinit10000_lr0.01_gammaII0.99_seed4_test_reward.npy └── VADAM │ ├── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed0_test_reward.npy │ ├── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed1_test_reward.npy │ ├── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed2_test_reward.npy │ ├── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed3_test_reward.npy │ └── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed4_test_reward.npy ├── HalfCheetah-v1_2nd.pdf ├── HalfCheetah-v1_2nd.png └── HalfCheetah-v1_2nd ├── ADAM ├── adam_lr0.0001_seed0_test_reward.npy ├── adam_lr0.0001_seed1_test_reward.npy ├── adam_lr0.0001_seed2_test_reward.npy ├── adam_lr0.0001_seed3_test_reward.npy └── adam_lr0.0001_seed4_test_reward.npy ├── NOISE+ADAM ├── noise+adam_precinit10000_lr0.0001_lrs0.01_seed0_test_reward.npy ├── noise+adam_precinit10000_lr0.0001_lrs0.01_seed1_test_reward.npy ├── noise+adam_precinit10000_lr0.0001_lrs0.01_seed2_test_reward.npy ├── noise+adam_precinit10000_lr0.0001_lrs0.01_seed3_test_reward.npy └── noise+adam_precinit10000_lr0.0001_lrs0.01_seed4_test_reward.npy ├── NOISE+SGD ├── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed0_test_reward.npy ├── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed1_test_reward.npy ├── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed2_test_reward.npy ├── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed3_test_reward.npy └── noise+sgd_precinit10000_lr0.0001_lrs0.01_seed4_test_reward.npy ├── SGD ├── sgd_lr0.0001_seed0_test_reward.npy ├── sgd_lr0.0001_seed1_test_reward.npy ├── sgd_lr0.0001_seed2_test_reward.npy ├── sgd_lr0.0001_seed3_test_reward.npy └── sgd_lr0.0001_seed4_test_reward.npy ├── VADAGRAD ├── vadagrad_precinit10000_lr0.01_gammaII0.99_seed0_test_reward.npy ├── vadagrad_precinit10000_lr0.01_gammaII0.99_seed1_test_reward.npy ├── vadagrad_precinit10000_lr0.01_gammaII0.99_seed2_test_reward.npy ├── vadagrad_precinit10000_lr0.01_gammaII0.99_seed3_test_reward.npy └── vadagrad_precinit10000_lr0.01_gammaII0.99_seed4_test_reward.npy └── VADAM ├── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed0_test_reward.npy ├── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed1_test_reward.npy ├── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed2_test_reward.npy ├── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed3_test_reward.npy └── vadam_precinit0_minprec10000_lr0.000100_gammaII0.999000_gammaI0.900000_seed4_test_reward.npy /README.md: 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