├── .idea ├── ZSL.iml ├── deployment.xml ├── misc.xml ├── modules.xml └── vcs.xml ├── ConSE ├── ReadME.md ├── codes │ ├── evaluate_easy.m │ ├── get_class_signatures_sanity.m │ ├── mytest.m │ ├── predict_ConSE.m │ ├── test.asv │ ├── test_ConSE.m │ ├── testing.m │ └── training.m ├── liblinear-multicore │ ├── COPYRIGHT │ ├── Makefile │ ├── Makefile.win │ ├── README │ ├── README.multicore │ ├── blas │ │ ├── Makefile │ │ ├── blas.h │ │ ├── blasp.h │ │ ├── daxpy.c │ │ ├── ddot.c │ │ ├── dnrm2.c │ │ └── dscal.c │ ├── heart_scale │ ├── linear.cpp │ ├── linear.def │ ├── linear.h │ ├── matlab │ │ ├── Makefile │ │ ├── README │ │ ├── README.multicore │ │ ├── libsvmread.c │ │ ├── libsvmread.mexw64 │ │ ├── libsvmwrite.c │ │ ├── libsvmwrite.mexw64 │ │ ├── linear_model_matlab.c │ │ ├── linear_model_matlab.h │ │ ├── make.m │ │ ├── predict.c │ │ └── train.c │ ├── predict.c │ ├── python │ │ ├── Makefile │ │ ├── README │ │ ├── commonutil.py │ │ ├── liblinear.py │ │ └── liblinearutil.py │ ├── svm-scale.c │ ├── train.c │ ├── tron.cpp │ └── tron.h ├── liblinear │ ├── COPYRIGHT │ ├── Makefile │ ├── Makefile.win │ ├── README │ ├── blas │ │ ├── Makefile │ │ ├── blas.h │ │ ├── blasp.h │ │ ├── daxpy.c │ │ ├── ddot.c │ │ ├── dnrm2.c │ │ └── dscal.c │ ├── heart_scale │ ├── linear.cpp │ ├── linear.def │ ├── linear.h │ ├── matlab │ │ ├── Makefile │ │ ├── README │ │ ├── libsvmread.c │ │ ├── libsvmread.mexw64 │ │ ├── libsvmwrite.c │ │ ├── libsvmwrite.mexw64 │ │ ├── linear_model_matlab.c │ │ ├── linear_model_matlab.h │ │ ├── make.m │ │ ├── predict.c │ │ ├── predict.mexw64 │ │ ├── train.c │ │ └── train.mexw64 │ ├── predict.c │ ├── python │ │ ├── Makefile │ │ ├── README │ │ ├── commonutil.py │ │ ├── liblinear.py │ │ └── liblinearutil.py │ ├── svm-scale.c │ ├── train.c │ ├── tron.cpp │ ├── tron.h │ └── windows │ │ ├── liblinear.dll │ │ ├── libsvmread.mexw64 │ │ ├── libsvmwrite.mexw64 │ │ ├── predict.exe │ │ ├── predict.mexw64 │ │ ├── train.exe │ │ └── train.mexw64 ├── minFunc │ ├── autoDif │ │ ├── autoGrad.m │ │ ├── autoHess.m │ │ ├── autoHv.m │ │ ├── autoTensor.m │ │ ├── derivativeCheck.m │ │ └── fastDerivativeCheck.m │ ├── example_derivativeCheck.m │ ├── example_minFunc.m │ ├── logisticExample │ │ ├── LogisticDiagPrecond.m │ │ ├── LogisticHv.m │ │ ├── LogisticLoss.m │ │ ├── example_minFunc_LR.m │ │ └── mylogsumexp.m │ ├── mexAll.m │ ├── minFunc │ │ ├── ArmijoBacktrack.m │ │ ├── WolfeLineSearch.m │ │ ├── compiled │ │ │ ├── lbfgsAddC.mexa64 │ │ │ ├── lbfgsAddC.mexmaci64 │ │ │ ├── lbfgsAddC.mexw64 │ │ │ ├── lbfgsC.mexa64 │ │ │ ├── lbfgsC.mexglx │ │ │ ├── lbfgsC.mexmac │ │ │ ├── lbfgsC.mexmaci │ │ │ ├── lbfgsC.mexmaci64 │ │ │ ├── lbfgsC.mexw32 │ │ │ ├── lbfgsC.mexw64 │ │ │ ├── lbfgsProdC.mexa64 │ │ │ ├── lbfgsProdC.mexmaci64 │ │ │ ├── lbfgsProdC.mexw64 │ │ │ ├── mcholC.mexa64 │ │ │ ├── mcholC.mexglx │ │ │ ├── mcholC.mexmac │ │ │ ├── mcholC.mexmaci64 │ │ │ ├── mcholC.mexw32 │ │ │ └── mcholC.mexw64 │ │ ├── conjGrad.m │ │ ├── dampedUpdate.m │ │ ├── isLegal.m │ │ ├── lbfgs.m │ │ ├── lbfgsAdd.m │ │ ├── lbfgsProd.m │ │ ├── lbfgsUpdate.m │ │ ├── mchol.m │ │ ├── mcholinc.m │ │ ├── mex │ │ │ ├── lbfgsAddC.c │ │ │ ├── lbfgsC.c │ │ │ ├── lbfgsProdC.c │ │ │ └── mcholC.c │ │ ├── minFunc.m │ │ ├── minFunc_processInputOptions.m │ │ ├── polyinterp.m │ │ ├── precondDiag.m │ │ ├── precondTriu.m │ │ ├── precondTriuDiag.m │ │ └── taylorModel.m │ └── rosenbrock.m └── results │ ├── before │ ├── ConSE_AWA_googleNet_C0.25_T10_L2.mat │ ├── ConSE_AWA_googleNet_C0.25_T5_L2.mat │ ├── seen_classifiers_AWA_googleNet_C0.25-1.mat │ └── seen_classifiers_AWA_googleNet_C0.25-2.mat │ ├── conse_model_new_C2.mat │ ├── hit1-2-5_GZSL_g2v.mat │ ├── hit1-2-5_GZSL_g2v_c=2_T=10.mat │ ├── hit1-2-5_GZSL_new_g2v.mat │ ├── hit1-2-5_GZSL_new_w2v.mat │ ├── hit1-2-5_GZSL_w2v.mat │ ├── hit1-2-5_GZSL_w2v_c=2_T=10.mat │ ├── hit1-2-5_ZSL-T=3.mat │ ├── hit1-2-5_ZSL.mat │ ├── hit1-2-5_ZSL_g2v_seen.mat │ ├── hit1-2-5_ZSL_g2v_unseen.mat │ ├── hit1-2-5_ZSL_new_g2v_seen.mat │ ├── hit1-2-5_ZSL_new_g2v_unseen.mat │ ├── hit1-2-5_ZSL_new_w2v_seen.mat │ ├── hit1-2-5_ZSL_new_w2v_unseen.mat │ ├── hit1-2-5_ZSL_seen.mat │ ├── hit1-2-5_ZSL_unseen.mat │ ├── hit1-2-5_ZSL_unseen_50.mat │ ├── hit1-2-5_ZSL_w2v-c=2_T=10_seen.mat │ ├── hit1-2-5_ZSL_w2v-c=2_T=10_unseen.mat │ ├── hit1-2-5_ZSL_w2v.mat │ ├── hit1-GZSL.mat │ ├── hit1-seen-seen.mat │ ├── hit1-unseen-unseen.mat │ ├── hit2-GZSL.mat │ ├── hit2-seen-seen.mat │ ├── hit2-unseen-unseen.mat │ ├── hit5-GZSL.mat │ ├── hit5-seen-seen.mat │ └── hit5-unseen-unseen.mat ├── DGP ├── Data_Pre │ ├── __init__.py │ └── animal_split.py ├── Exp1_Ori │ ├── __init__.py │ ├── make_induced_graph.py │ ├── test_gpm.py │ └── train_predict_gpm.py ├── Exp2_Ani │ ├── __init__.py │ ├── make_induced_graph.py │ ├── test_gpm.py │ └── train_predict_gpm.py ├── Exp3_Other │ ├── __init__.py │ ├── make_induced_graph.py │ ├── test_gpm.py │ └── train_predict_gpm.py └── gpm │ ├── __init__.py │ ├── gcn.py │ └── utils.py ├── DeVise ├── DeVise_run.py ├── DeVise_run_w2v.py ├── DeVise_test_GZSL.py ├── DeVise_test_GZSL_w2v.py ├── ReadME.md ├── __init__.py ├── data_process.py └── src │ ├── __init__.py │ ├── __pycache__ │ └── data_reader.cpython-37.pyc │ ├── count_tools.py │ ├── data_reader.py │ └── data_reader_w2v.py ├── GAZSL ├── dataset_GBU.py ├── models.py └── train_GBU.py ├── GCNZ ├── .idea │ ├── GCNZ.iml │ ├── misc.xml │ ├── modules.xml │ ├── vcs.xml │ └── workspace.xml ├── Exp1_Ori │ ├── __init__.py │ ├── io_graph.py │ ├── io_train_sample.py │ ├── test_gcn.py │ └── train_predict_gcn.py ├── Exp2_Ani │ ├── __init__.py │ ├── io_graph.py │ ├── io_train_sample.py │ ├── test_gcn.py │ └── train_predict_gcn.py ├── Exp3_Other │ ├── __init__.py │ ├── io_graph.py │ ├── io_train_sample.py │ ├── test_gcn.py │ └── train_predict_gcn.py └── gcn │ ├── __init__.py │ ├── inits.py │ ├── layers.py │ ├── metrics.py │ ├── models.py │ └── utils.py ├── KG_GAN ├── Exp │ ├── __init__.py │ ├── classifier_cls.py │ ├── classifier_pretrain.py │ ├── config_args.py │ ├── gan.py │ ├── model.py │ └── util.py ├── G2v_GAE_TwoView │ ├── __init__.py │ ├── io_a_embed.py │ ├── io_a_graph.py │ ├── io_c_input_graph.py │ ├── io_out_n2v_cls_att.py │ ├── layers.py │ ├── model.py │ ├── optimizer.py │ ├── train_att.py │ ├── train_cls.py │ └── utils.py ├── Process_Attribute │ ├── __init__.py │ └── read_attribute.py ├── Process_Imagenet │ ├── __init__.py │ ├── download_unseen_features.py │ ├── prepare_download_index.py │ ├── readMat.py │ ├── read_ImageNet_w2v.py │ ├── read_seen_features.py │ ├── read_unseen_features_Binary.py │ ├── save_split.py │ ├── save_w2v.py │ └── split.py ├── __init__.py └── t-SNE │ └── t-SNE.py ├── LisGAN ├── __init__.py ├── classifier_cls.py ├── classifier_pretrain.py ├── config_args.py ├── lisgan.py ├── model.py └── util.py ├── README.md ├── SAE ├── ReadMe.txt ├── SAE_run.py ├── __init__.py ├── get_data.py └── src │ ├── __init__.py │ ├── __pycache__ │ └── data_reader.cpython-37.pyc │ ├── count_tools.py │ ├── data_reader.py │ └── data_reader_w2v.py └── SynC ├── ReadMe.txt ├── SynC_CV_results └── old │ └── SynC_fast_OVO_classCV_AWA_split_googleNet_L2_RBF_norm.mat ├── SynC_results ├── hit1-2-5-GZSL-g2v.mat ├── hit1-2-5-GZSL-w2v.mat ├── hit1-2-5-ZSL-new-g2v-seen.mat ├── hit1-2-5-ZSL-new-g2v-unseen.mat ├── hit1-2-5-ZSL-new-w2v-seen.mat ├── hit1-2-5-ZSL-new-w2v-unseen.mat ├── hit1-2-5-seen-seen-ZSL-g2v-2.mat ├── hit1-2-5-seen-seen-ZSL-g2v-test1.mat ├── hit1-2-5-seen-seen-ZSL-g2w.mat ├── hit1-2-5-seen-seen-ZSL-w2v-test1.mat ├── hit1-2-5-seen-seen-ZSL-w2v.mat ├── hit1-2-5-unseen-unseen-ZSL-g2v-test1.mat ├── hit1-2-5-unseen-unseen-ZSL-g2v.mat ├── hit1-2-5-unseen-unseen-ZSL-w2v-test1.mat ├── hit1-2-5-unseen-unseen-ZSL-w2v.mat ├── hit1-2-5GZSL-new-g2v.mat └── hit1-2-5GZSL-new-w2v.mat ├── codes ├── Compute_Sim.m ├── Demo.m ├── Sig.mat ├── SynC.m ├── SynC_fast.m ├── SynC_regV.m ├── construct_W.m ├── evaluate_easy.m ├── get_class_signatures.m ├── set_path.m ├── test.m ├── test2.m ├── test_V.m ├── train_V_CS.m ├── train_V_CS_regV.m ├── train_V_OVO.m ├── train_V_OVO_regV.m ├── train_V_struct.m ├── train_V_struct_regV.m ├── train_W_CS.m ├── train_W_OVO.m ├── train_W_struct.m └── w.mat ├── liblinear-multicore ├── COPYRIGHT ├── Makefile ├── Makefile.win ├── README ├── README.multicore ├── blas │ ├── Makefile │ ├── blas.h │ ├── blasp.h │ ├── daxpy.c │ ├── ddot.c │ ├── dnrm2.c │ └── dscal.c ├── heart_scale ├── linear.cpp ├── linear.def ├── linear.h ├── matlab │ ├── Makefile │ ├── README │ ├── README.multicore │ ├── libsvmread.c │ ├── libsvmread.mexw64 │ ├── libsvmwrite.c │ ├── libsvmwrite.mexw64 │ ├── linear_model_matlab.c │ ├── linear_model_matlab.h │ ├── make.m │ ├── predict.c │ └── train.c ├── predict.c ├── python │ ├── Makefile │ ├── README │ ├── commonutil.py │ ├── liblinear.py │ └── liblinearutil.py ├── svm-scale.c ├── train.c ├── tron.cpp └── tron.h ├── liblinear ├── COPYRIGHT ├── Makefile ├── Makefile.win ├── README ├── blas │ ├── Makefile │ ├── blas.h │ ├── blasp.h │ ├── daxpy.c │ ├── ddot.c │ ├── dnrm2.c │ └── dscal.c ├── heart_scale ├── linear.cpp ├── linear.def ├── linear.h ├── matlab │ ├── Makefile │ ├── README │ ├── libsvmread.c │ ├── libsvmread.mexw64 │ ├── libsvmwrite.c │ ├── libsvmwrite.mexw64 │ ├── linear_model_matlab.c │ ├── linear_model_matlab.h │ ├── make.m │ ├── predict.c │ ├── predict.mexw64 │ ├── train.c │ └── train.mexw64 ├── predict.c ├── python │ ├── Makefile │ ├── README │ ├── commonutil.py │ ├── liblinear.py │ └── liblinearutil.py ├── svm-scale.c ├── train.c ├── tron.cpp ├── tron.h └── windows │ ├── liblinear.dll │ ├── libsvmread.mexw64 │ ├── libsvmwrite.mexw64 │ ├── predict.exe │ ├── predict.mexw64 │ ├── train.exe │ └── train.mexw64 └── minFunc ├── autoDif ├── autoGrad.m ├── autoHess.m ├── autoHv.m ├── autoTensor.m ├── derivativeCheck.m └── fastDerivativeCheck.m ├── example_derivativeCheck.m ├── example_minFunc.m ├── logisticExample ├── LogisticDiagPrecond.m ├── LogisticHv.m ├── LogisticLoss.m ├── example_minFunc_LR.m └── mylogsumexp.m ├── mexAll.m ├── minFunc ├── ArmijoBacktrack.m 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