├── .gitignore ├── LICENSE ├── README.md ├── query ├── .gitignore ├── README.md ├── attack_cifar10.py ├── attack_imagenet.py ├── attacks │ ├── decision │ │ ├── README.md │ │ ├── boundary_attack.py │ │ ├── decision_black_box_attack.py │ │ ├── evo_attack.py │ │ ├── geoda_attack.py │ │ ├── hsja_attack.py │ │ ├── opt_attack.py │ │ ├── rays_attack.py │ │ ├── sign_flip_attack.py │ │ └── sign_opt_attack.py │ └── score │ │ ├── README.md │ │ ├── bandit_attack.py │ │ ├── nes_attack.py │ │ ├── parsimonious_attack.py │ │ ├── score_black_box_attack.py │ │ ├── sign_attack.py │ │ ├── simple_attack.py │ │ ├── square_attack.py │ │ └── zo_sign_sgd_attack.py ├── config-jsons │ ├── cifar10_bandit_l2_config.json │ ├── cifar10_bandit_linf_config.json │ ├── cifar10_bb_linf_config.json │ ├── cifar10_bnb_linf_config.json │ ├── cifar10_boundary_l2_config.json │ ├── cifar10_boundary_l2_config_vgg.json │ ├── cifar10_evo_l2_config.json │ ├── cifar10_evo_l2_config_vgg.json │ ├── cifar10_geoda_l2_config.json │ ├── cifar10_geoda_l2_config_vgg.json │ ├── cifar10_geoda_linf_config.json │ ├── cifar10_geoda_linf_config_vgg.json │ ├── cifar10_hsja_l2_config.json │ ├── cifar10_hsja_l2_config_vgg.json │ ├── cifar10_hsja_linf_config.json │ ├── cifar10_hsja_linf_config_vgg.json │ ├── cifar10_nes_l2_config.json │ ├── cifar10_nes_linf_config.json │ ├── cifar10_parm_l2_config.json │ ├── cifar10_parm_linf_config.json │ ├── cifar10_rays_linf_config.json │ ├── cifar10_rays_linf_config_vgg.json │ ├── cifar10_sign_l2_config.json │ ├── cifar10_sign_linf_config.json │ ├── cifar10_signflip_linf_config.json │ ├── cifar10_signflip_linf_config_vgg.json │ ├── cifar10_signopt_l2_config.json │ ├── cifar10_signopt_l2_config_vgg.json │ ├── cifar10_signopt_linf_config.json │ ├── cifar10_signopt_linf_config_vgg.json │ ├── cifar10_square_l2_config.json │ ├── cifar10_square_linf_config.json │ ├── cifar10_zosignsgd_l2_config.json │ ├── cifar10_zosignsgd_linf_config.json │ ├── imagenet_boundary_l2_config.json │ ├── imagenet_evo_l2_config.json │ ├── imagenet_geoda_l2_config.json │ ├── imagenet_geoda_linf_config.json │ ├── imagenet_hsja_l2_config.json │ ├── imagenet_hsja_linf_config.json │ ├── imagenet_pars_linf_config.json │ ├── imagenet_rays_linf_config.json │ ├── imagenet_signflip_linf_config.json │ ├── imagenet_signopt_l2_config.json │ └── imagenet_signopt_linf_config.json ├── datasets │ ├── cifar10.py │ ├── dataset.py │ └── imagenet.py ├── detailed_structure.md ├── models │ ├── densenet.py │ ├── resnet.py │ ├── resnet_preact.py │ ├── vgg.py │ └── wrn.py ├── pics │ ├── decision-based1.jpg │ ├── decision-based2.jpg │ ├── decision-based3.jpg │ ├── decision-based4.jpg │ ├── score-based1.jpg │ ├── score-based2.jpg │ ├── score-based3.jpg │ └── score-based4.jpg ├── requirements.txt └── utils │ ├── compute.py │ ├── misc.py │ └── model_loader.py └── transfer ├── README.md ├── __init__.py ├── config ├── CIFAR10 │ ├── targeted │ │ └── l_inf │ │ │ ├── DI2-FGSM.json │ │ │ ├── I-FGSM.json │ │ │ ├── LinBP.json │ │ │ └── MI-FGSM.json │ └── untargeted │ │ └── l_inf │ │ ├── DI2-FGSM.json │ │ ├── FIA.json │ │ ├── I-FGSM.json │ │ ├── ILA.json │ │ ├── LGV.json │ │ ├── LinBP.json │ │ ├── MI-FGSM.json │ │ ├── NAA.json │ │ ├── NI.json │ │ ├── PI.json │ │ ├── RAP.json │ │ ├── RD.json │ │ ├── SGM.json │ │ ├── SI.json │ │ ├── TI.json │ │ ├── VT.json │ │ ├── admix.json │ │ └── random_start.json ├── I-FGSM.json ├── NIPS2017 │ ├── targeted │ │ └── l_inf │ │ │ ├── Bayesian_attack.json │ │ │ ├── DI2-FGSM.json │ │ │ ├── DRA.json │ │ │ ├── FIA.json │ │ │ ├── GhostNet.json │ │ │ ├── I-FGSM.json │ │ │ ├── IAA.json │ │ │ ├── ILA.json │ │ │ ├── LGV-GhostNet.json │ │ │ ├── LGV.json │ │ │ ├── LinBP.json │ │ │ ├── MI-DI-TI-SI.json │ │ │ ├── MI-DI.json │ │ │ ├── MI-DI2-TI-FGSM.json │ │ │ ├── MI-FGSM.json │ │ │ ├── NAA.json │ │ │ ├── NI.json │ │ │ ├── PI.json │ │ │ ├── RAP.json │ │ │ ├── RD.json │ │ │ ├── SGM.json │ │ │ ├── SI-RAP.json │ │ │ ├── SI.json │ │ │ ├── SWA.json │ │ │ ├── TI-FGSM.json │ │ │ ├── VMI.json │ │ │ ├── VNI.json │ │ │ ├── VT.json │ │ │ ├── admix.json │ │ │ └── random_start.json │ └── untargeted │ │ ├── l_2 │ │ ├── Bayesian_attack.json │ │ ├── DI2-FGSM.json │ │ ├── DRA.json │ │ ├── FIA.json │ │ ├── GhostNet.json │ │ ├── I-FGSM.json │ │ ├── IAA.json │ │ ├── ILA.json │ │ ├── LGV-GhostNet.json │ │ ├── LGV.json │ │ ├── LinBP.json │ │ ├── MI-FGSM.json │ │ ├── NAA.json │ │ ├── NI.json │ │ ├── PI.json │ │ ├── RAP.json │ │ ├── RD.json │ │ ├── SGM.json │ │ ├── SI.json │ │ ├── SWA-RD.json │ │ ├── SWA.json │ │ ├── TI.json │ │ ├── VMI.json │ │ ├── VNI-DI-TI-SI.json │ │ ├── VNI.json │ │ ├── VT.json │ │ ├── admix-RAP.json │ │ ├── admix.json │ │ ├── ens_I-FGSM.json │ │ └── random_start.json │ │ └── l_inf │ │ ├── Bayesian_attack.json │ │ ├── DI2-FGSM.json │ │ ├── DRA.json │ │ ├── FIA.json │ │ ├── GhostNet.json │ │ ├── I-FGSM.json │ │ ├── IAA.json │ │ ├── ILA.json │ │ ├── LGV-GhostNet.json │ │ ├── LGV.json │ │ ├── LinBP.json │ │ ├── MI-DI-TI-SI.json │ │ ├── MI-DI-TI.json │ │ ├── MI-DI.json │ │ ├── MI-FGSM.json │ │ ├── NAA.json │ │ ├── NI.json │ │ ├── PI.json │ │ ├── RAP-Bayesian-random.json │ │ ├── RAP-Bayesian.json │ │ ├── RAP.json │ │ ├── RD.json │ │ ├── SGM.json │ │ ├── SI-RAP.json │ │ ├── SI.json │ │ ├── SWA-RD.json │ │ ├── SWA.json │ │ ├── TI.json │ │ ├── VMI.json │ │ ├── VNI-DI-TI-SI.json │ │ ├── VNI.json │ │ ├── VT.json │ │ ├── admix-RAP.json │ │ ├── admix.json │ │ ├── ens_I-FGSM.json │ │ └── random_start.json └── __init__.py ├── gradient_calculation.py ├── input_transformation.py ├── json_files ├── CIFAR10 │ ├── targeted │ │ ├── l_2 │ │ │ ├── Bayesian_attack.json │ │ │ ├── DI2-FGSM.json │ │ │ ├── GhostNet.json │ │ │ ├── I-FGSM.json │ │ │ ├── ILA.json │ │ │ ├── ILA_BSL.json │ │ │ ├── LGV-GhostNet.json │ │ │ ├── LGV.json │ │ │ ├── LinBP.json │ │ │ ├── MI-DI-TI-SI.json │ │ │ ├── MI-DI-TI.json │ │ │ ├── MI-DI.json │ │ │ ├── MI-FGSM.json │ │ │ ├── NI.json │ │ │ ├── PI.json │ │ │ ├── RAP.json │ │ │ ├── RD.json │ │ │ ├── SGM.json │ │ │ ├── SI-RAP.json │ │ │ ├── SI.json │ │ │ ├── SWA.json │ │ │ ├── TI.json │ │ │ ├── VMI.json │ │ │ ├── VNI.json │ │ │ ├── VT.json │ │ │ ├── admix.json │ │ │ └── random_start.json │ │ └── l_inf │ │ │ ├── Bayesian_attack.json │ │ │ ├── DI2-FGSM.json │ │ │ ├── GhostNet.json │ │ │ ├── I-FGSM.json │ │ │ ├── ILA.json │ │ │ ├── ILA_BSL.json │ │ │ ├── LGV-GhostNet.json │ │ │ ├── LGV.json │ │ │ ├── LinBP.json │ │ │ ├── MI-DI-TI-SI.json │ │ │ ├── MI-DI-TI.json │ │ │ ├── MI-DI.json │ │ │ ├── MI-FGSM.json │ │ │ ├── NI.json │ │ │ ├── PI.json │ │ │ ├── RAP.json │ │ │ ├── RD.json │ │ │ ├── SGM.json │ │ │ ├── SI-RAP.json │ │ │ ├── SI.json │ │ │ ├── SWA.json │ │ │ ├── TI.json │ │ │ ├── VMI.json │ │ │ ├── VNI.json │ │ │ ├── VT.json │ │ │ ├── admix.json │ │ │ └── random_start.json │ └── untargeted │ │ ├── l_2 │ │ ├── Bayesian_attack.json │ │ ├── DI2-FGSM.json │ │ ├── FIA.json │ │ ├── GhostNet.json │ │ ├── I-FGSM.json │ │ ├── ILA.json │ │ ├── ILA_BSL.json │ │ ├── LGV-GhostNet.json │ │ ├── LGV.json │ │ ├── LinBP.json │ │ ├── MI-DI-TI-SI.json │ │ ├── MI-DI-TI.json │ │ ├── MI-DI.json │ │ ├── MI-FGSM.json │ │ ├── NAA.json │ │ ├── NI.json │ │ ├── PI.json │ │ ├── RAP.json │ │ ├── RD.json │ │ ├── SGM.json │ │ ├── SI-RAP.json │ │ ├── SI.json │ │ ├── SWA.json │ │ ├── TI.json │ │ ├── VMI.json │ │ ├── VNI.json │ │ ├── VT.json │ │ ├── admix.json │ │ └── random_start.json │ │ └── l_inf │ │ ├── Bayesian_attack.json │ │ ├── DI2-FGSM.json │ │ ├── FIA.json │ │ ├── GhostNet.json │ │ ├── I-FGSM.json │ │ ├── ILA.json │ │ ├── ILA_BSL.json │ │ ├── LGV-GhostNet.json │ │ ├── LGV.json │ │ ├── LinBP.json │ │ ├── MI-DI-TI-SI.json │ │ ├── MI-DI-TI.json │ │ ├── MI-DI.json │ │ ├── MI-FGSM.json │ │ ├── NAA.json │ │ ├── NI.json │ │ ├── PI.json │ │ ├── RAP.json │ │ ├── RD.json │ │ ├── SGM.json │ │ ├── SI-RAP.json │ │ ├── SI.json │ │ ├── SWA.json │ │ ├── TI.json │ │ ├── VMI.json │ │ ├── VNI.json │ │ ├── VT.json │ │ ├── admix.json │ │ └── random_start.json ├── I-FGSM.json ├── NIPS2017 │ ├── targeted │ │ ├── l_2 │ │ │ ├── Bayesian_attack.json │ │ │ ├── DI2-FGSM.json │ │ │ ├── DRA.json │ │ │ ├── GhostNet.json │ │ │ ├── I-FGSM.json │ │ │ ├── IAA.json │ │ │ ├── ILA.json │ │ │ ├── ILA_BSL.json │ │ │ ├── LGV-GhostNet.json │ │ │ ├── LGV.json │ │ │ ├── LinBP.json │ │ │ ├── MI-DI-TI-SI.json │ │ │ ├── MI-DI-TI.json │ │ │ ├── MI-DI.json │ │ │ ├── MI-FGSM.json │ │ │ ├── NI.json │ │ │ ├── PI.json │ │ │ ├── RAP.json │ │ │ ├── RD.json │ │ │ ├── SGM.json │ │ │ ├── SI-RAP.json │ │ │ ├── SI.json │ │ │ ├── SWA.json │ │ │ ├── TI.json │ │ │ ├── VMI.json │ │ │ ├── VNI.json │ │ │ ├── VT.json │ │ │ ├── admix.json │ │ │ └── random_start.json │ │ └── l_inf │ │ │ ├── Bayesian_attack.json │ │ │ ├── DI2-FGSM.json │ │ │ ├── DRA.json │ │ │ ├── GhostNet.json │ │ │ ├── I-FGSM.json │ │ │ ├── IAA.json │ │ │ ├── ILA.json │ │ │ ├── ILA_BSL.json │ │ │ ├── LGV-GhostNet.json │ │ │ ├── LGV.json │ │ │ ├── LinBP.json │ │ │ ├── MI-DI-TI-SI.json │ │ │ ├── MI-DI.json │ │ │ ├── MI-DI2-TI-FGSM.json │ │ │ ├── MI-FGSM.json │ │ │ ├── NI.json │ │ │ ├── PI.json │ │ │ ├── RAP.json │ │ │ ├── RD.json │ │ │ ├── SGM.json │ │ │ ├── SI-RAP.json │ │ │ ├── SI.json │ │ │ ├── SWA.json │ │ │ ├── TI-FGSM.json │ │ │ ├── VMI.json │ │ │ ├── VNI.json │ │ │ ├── VT.json │ │ │ ├── admix.json │ │ │ └── random_start.json │ └── untargeted │ │ ├── l_2 │ │ ├── Bayesian_attack.json │ │ ├── DI2-FGSM.json │ │ ├── DRA.json │ │ ├── FIA.json │ │ ├── GhostNet.json │ │ ├── I-FGSM.json │ │ ├── IAA.json │ │ ├── ILA.json │ │ ├── ILA_BSL.json │ │ ├── LGV-GhostNet.json │ │ ├── LGV.json │ │ ├── LinBP.json │ │ ├── MI-DI-TI-SI.json │ │ ├── MI-DI-TI.json │ │ ├── MI-DI.json │ │ ├── MI-FGSM.json │ │ ├── NAA.json │ │ ├── NI.json │ │ ├── PI.json │ │ ├── RAP.json │ │ ├── RD.json │ │ ├── SGM.json │ │ ├── SI-RAP.json │ │ ├── SI.json │ │ ├── SWA.json │ │ ├── TI.json │ │ ├── VMI.json │ │ ├── VNI-DI-TI-SI.json │ │ ├── VNI.json │ │ ├── VT.json │ │ ├── admix-RAP.json │ │ ├── admix.json │ │ ├── ens_I-FGSM.json │ │ └── random_start.json │ │ └── l_inf │ │ ├── Bayesian_attack.json │ │ ├── DI2-FGSM.json │ │ ├── DRA.json │ │ ├── FIA.json │ │ ├── GhostNet.json │ │ ├── I-FGSM.json │ │ ├── IAA.json │ │ ├── ILA.json │ │ ├── ILA_BSL.json │ │ ├── LGV-GhostNet.json │ │ ├── LGV.json │ │ ├── LGV_ORI.json │ │ ├── LinBP.json │ │ ├── MI-DI-TI-SI.json │ │ ├── MI-DI-TI.json │ │ ├── MI-DI.json │ │ ├── MI-FGSM.json │ │ ├── NAA.json │ │ ├── NI.json │ │ ├── PI.json │ │ ├── RAP.json │ │ ├── RD.json │ │ ├── SGM.json │ │ ├── SI-RAP.json │ │ ├── SI.json │ │ ├── SWA-RD.json │ │ ├── SWA.json │ │ ├── TI.json │ │ ├── VMI.json │ │ ├── VNI-DI-TI-SI.json │ │ ├── VNI.json │ │ ├── VT.json │ │ ├── admix-RAP.json │ │ ├── admix.json │ │ ├── ens_I-FGSM.json │ │ └── random_start.json └── __init__.py ├── loss_function.py ├── main_attack.py ├── model_refinement.py ├── plt └── plot │ ├── logo.png │ ├── logo1.png │ ├── logo3.png │ ├── query_supported_models.png │ └── transfer_supported_models.png ├── requirements.txt ├── sh ├── MI_NI_PI.sh ├── cross_arch_NIPS2017_UT_INF.sh ├── epsilon_NIPS2017_UT_INF_RESNET50.sh ├── grad_cam.sh ├── image_size_NIPS2017_UT_INF_RESNET50.sh ├── image_size_wot_NIPS2017_UT_INF_RESNET50.sh ├── main_CIFAR10_T_2.sh ├── main_CIFAR10_T_INF.sh ├── main_CIFAR10_UT_2.sh ├── main_CIFAR10_UT_INF.sh ├── main_NIPS2017_T_2.sh ├── main_NIPS2017_T_INF.sh ├── main_NIPS2017_UT_2.sh ├── main_NIPS2017_UT_INF.sh ├── niter_NIPS2017_UT_INF_RESNET50.sh ├── regular_at_NIPS2017_UT_INF.sh └── visualization_fullgrad_NIPS2017_UT_INF_RESNET50.sh ├── surrogate_model ├── __init__.py ├── cifar_models │ ├── __init__.py │ ├── adv_wrn_28_10.py │ ├── densenet.py │ ├── gdas │ │ ├── configs │ │ │ ├── NAS-PTB-BASE.config │ │ │ ├── NAS-WT2-BASE.config │ │ │ ├── cos1800.config │ │ │ ├── cos600.config │ │ │ ├── nas-cifar-cos-cut.config │ │ │ ├── nas-cifar-cos-cutB128.config │ │ │ ├── nas-cifar-cos-cutB64.config │ │ │ ├── nas-cifar-cos-cutB96.config │ │ │ ├── nas-cifar-cos-cutW1.config │ │ │ ├── nas-cifar-cos-cutW3.config │ │ │ ├── nas-cifar-cos-cutW5.config │ │ │ ├── nas-cifar-cos-nocut.config │ │ │ ├── nas-imagenet-B128.config │ │ │ ├── nas-imagenet-B256.config │ │ │ ├── nas-imagenet.config │ │ │ ├── pyramidC10.config │ │ │ ├── pyramidC100.config │ │ │ ├── resnet165.config │ │ │ └── resnet200.config │ │ └── lib │ │ │ ├── __init__.py │ │ │ ├── datasets │ │ │ ├── LanguageDataset.py │ │ │ ├── MetaBatchSampler.py │ │ │ ├── TieredImageNet.py │ │ │ ├── __init__.py │ │ │ ├── get_dataset_with_transform.py │ │ │ ├── test_NLP.py │ │ │ └── test_dataset.py │ │ │ ├── nas │ │ │ ├── CifarNet.py │ │ │ ├── ImageNet.py │ │ │ ├── SE_Module.py │ │ │ ├── __init__.py │ │ │ ├── construct_utils.py │ │ │ ├── genotypes.py │ │ │ ├── head_utils.py │ │ │ ├── model_search.py │ │ │ └── operations.py │ │ │ ├── nas_rnn │ │ │ ├── __init__.py │ │ │ ├── basemodel.py │ │ │ ├── genotypes.py │ │ │ ├── model_search.py │ │ │ └── utils.py │ │ │ ├── scheduler │ │ │ ├── __init__.py │ │ │ ├── scheduler.py │ │ │ └── utils.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── draw_pts.py │ │ │ ├── evaluation_utils.py │ │ │ ├── flop_benchmark.py │ │ │ ├── gpu_manager.py │ │ │ ├── model_utils.py │ │ │ ├── save_meta.py │ │ │ └── utils.py │ ├── inceptionv3.py │ ├── pyramidnet.py │ ├── resnet.py │ ├── resnext.py │ ├── vgg.py │ └── wrn.py ├── imagenet_models │ ├── __init__.py │ ├── adv_convnext_b.py │ ├── adv_resnet50.py │ ├── adv_swin_b.py │ ├── adv_wrn50.py │ ├── convnext_b.py │ ├── densenet.py │ ├── inception_v3.py │ ├── mnasnet.py │ ├── mobilenet.py │ ├── pnasnet.py │ ├── resnet.py │ ├── resnext.py │ ├── senet.py │ ├── swin_b.py │ ├── vgg.py │ ├── vit.py │ └── wrn.py └── utils.py ├── tools ├── __init__.py └── flatness.py ├── update_dir_calculation.py └── utils ├── __init__.py ├── helper.py ├── registry.py ├── utils_bayesian_attack.py └── utils_lgv ├── __init__.py ├── subspace_inference_utils.py ├── subspaces.py ├── swag.py └── train_lgv.py /.gitignore: -------------------------------------------------------------------------------- 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